{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "da649bd3-83a4-4c35-a91a-9adc6a215bd1",
   "metadata": {},
   "outputs": [],
   "source": [
    "import glob, json, os\n",
    "from PIL import Image\n",
    "from tqdm import tqdm_notebook\n",
    "import numpy as np\n",
    "from sklearn.preprocessing import normalize\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "id": "212ffc84-9d0c-4174-ae51-735935351562",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "train_label = pd.read_csv('多标签图像检索挑战赛公开数据/train_label.csv', header=None)\n",
    "test_query = pd.read_csv('多标签图像检索挑战赛公开数据/test_query.csv', header=None)\n",
    "\n",
    "train_label[0] = './多标签图像检索挑战赛公开数据/train/' + train_label[0]\n",
    "train_label[1] = train_label[1].apply(eval)\n",
    "\n",
    "test_paths = glob.glob('./多标签图像检索挑战赛公开数据/test/*.jpg')\n",
    "test_paths = np.array(test_paths)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "e37765e2-33c3-4365-a332-2c298a5be6f1",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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MF7TW++DTtqzcO5K64CpnxY4eO9Qi1Q0xDZMjM58fe8uE4o2gVIscLbIU5la2DUTmkrsIInrvQfHm5tZ6J6o5ZyTtteWc9ylLFYlsKa21XmvrpVu03lprrSqq4raV/fLtG0gpJcZIBNu2hRSt9TnXfUtelisRlJK7VCAWFEBc83aYjqowpsm5aE1QJBfDcBiMQYJmkJelkImHw2EYI6Gq6pZLh/j5F/NPf/bycq259H1nWvNSWl6WS0yWpda2Bm9VFZVefflqr4xlba1xjH6r25gGZUUyPg7BmkOK3nvjvDF0Ok6KBGhiGsbpOK9b60JEoKo7ILWXWAXdEQPv/TAMvfdeai3llzPT6XTaUbAdu91vbgBg1lrrXlb3G85aW1vzMSghEs3zLCL7N3vvW2t5WS2ZHVZ0zjrn5nkW1c681dJFFSHXEkIYx/F6ve7jrzGmtRZjXNd1XVdSiD7UnEXkusyt1WEYYgity5pzY56mcVkWBl3Xmci21o7H445o1lpLzt77dV1R1BjTGu99Q1VV1dnQm5beAVAAXz2ciawI7A+bddRRG+nSWjcYpkNDvZYtDAEtNq7WQaubAQneiDYGqdz3thOcE1ABUkVjXG+vO7W1HsEgonIDwTGO3iTu2mr3ISQfci6q0CoT0T4Y/BLx8N6PMcUYe6vDGBGVyLIiKIUQ1nWdpomIxjENY3TOOG9aL6pcWvXG9CbbWkpptVbYazP3GJyzZK1dluuW5y1fYrDOkgteibaiH3/68tWrec0dwbbG3g3OBiLjXOi9E9E8z9y7Klrr90F8SoOy1Fqj8zlnY4yA7s/nPrMqCyLOy7IsSwihCz+c70MIimBFAACQDADs750FNIZaa346zJdlv3LjOM7LllJyXbZlzXkNIdRajJEUI3dVxb3oKggRLcuCaNZ1FQEics7s+4Fo39/cnNe9MLfekREAnQsKhER71661xhhLFe9Daf3+YU0pKchW8jSknLOATseD9A6owIIK43joCo0XYFnK5pwDNGmIy3xRFRttHIeytqq6by3eOj+5Wut1mYP3xph126ZpajWv23I4HFT1Op9Pp9N5rrXW6NMwDPPlmsYoqk24bs0CUIjTk7tnb793dzw8rKsSiSoY/PnHHwLIyflyXaziw+UshMbZ0Ybz4wUByATmpkKN9XT3ZJ5XawOhY+Ehum3jlMK6ro5izllEc16nmIZhYGZjaMfIvPfLUhQxhlRrBUj7zGDRWGuvS2mNRWTdijHm8fHxa+8/269pbhUVQnCt4VYEADrXwzg1VhyGZVl6lzEmUuLaQrQ3d8cU7WEYkOnly/v7xxmdY5V5ngFoHI7Xy4JjGCItuQpib2JdBCrBJ2Z2ztS1N2ZraFsXRJz8WHpDb7ecYS7G21qrcwZZrPebtCVvd8/vquRW2ToqbamcrTVWQBFfb9CEpEg7FNBa24eBXGopxRhjrEVUVQghtFZCCN7Hba3ee1bYn/LO7Rf81obGiYqoKKsSAiEAtFx2UGx//mKMxrvL5eK955z3+7hy9+AFMIT06v58Op16p9YaSw/B1Vr3ar3XQmmCqMmH3vvGzMyVN0KrqqpSWrVIaUjMXLesCoimC5M167q2WkOMQwoGSUSstbXlbV2dc9banLfjOF7PZ28tEUlvrBJCyLWANYAmt+oJPnlxzWt5+eLx9ubIoKe72+PxSELf+e2/RCJPx6muG6/li5cvvnw8X3O7fP7SONu3zB1AwBAZ4w6HQ2sN0EoTFGUorS7r3CwZVQ0h1bo6FwGot7JvuqI97swZkggjYqu1lKZSEKmbbo03xqqqcc57jzTc3NyUzoBsLPZSnDWsQp4AGzniXlrVNEzK7AxENwDAMm/f/vavPnk+hpHG5J7ePcvX/I/+0z++P98PadxyOx4nVd225qM1FHqXw+Gw5oLQFyBj/FYqCzgXXHB7Z04poiK3jqpV+un21GsLwW29ImrZMoCARetd79UGrwLTNFXeWMUqgoruL/iXTGbv4pwzxlzP51KKdZ5BS+2TcdfH6zRN8zLH5IFhPl+m460IlLyKdFXqvU/Hw7IsaRxbY1HMrcbgt227G2PvfRjijtqSs3uLt9afTrelFOtty9v1elVC7yMLlF53bNh7L0JIXqRvOY+HozNu2zZDBADWu94aWbvMsyWLQAzaOwOxJWech87AbGh/GrWV7MgoyjAlEN2WFQ2F4FQ6oAkhIELOW9vyFOxN9NtWBMEY37mbEBSADFWW2lWtcRZmNS9enPHFGQFS+LyUbi28/fYbz25vn96cjkN6fnOHcXz+zilt+eWaP/voUxBx3rfGSHQ6nUTk7snhxas5OhuDB63uFFEBkbip94YBCaDmYon2KxWCr7WmMJR1EZVtKymOxljv0JE440vtO79jrRLRum7bVkAx3U3DMEj0BmH58qWIdQ4Px5QGU2oLseXHefAhpOF6nWNwN6f0O7/9TeubC7ZX0UO6/9obW10+/eKl9NqKVRbtfDrcWuTOuTY21pTeurTaWBhBjXep2Lpta/S+l22MU+tgXNDtKr3lugGpM0aVbfJNunODCCiDI8doeufSpAvZfWZXQDJGABAREJyzO06yE1SltpSiWcuOBuyjWM7ZGm+tu16XcRydc7UqAO7jb0pp2VocUs81+QFAYkrzto4x5XXbOTBrLbCEEIjsfF2rsiha76Rp5d57544xTQ8PDy74dc1E4APWmve/XrSklJTFOXf/+OCHYdu2IQ5LXo11wggAIGqIvDFSm7FUez0exst1qbW6mPYhnls/nQ4CCgDrunrvAIClpxD9FNbrHGNM0QOarRYbIoNmLnUuaAwSNRYGrZzRkkUKZC8lIwIDffT5/cvH5e036iHFT16cLdLt7a2L0zd/5VuXldfPP9MqqCBIzsbg097WEJEAluXqrQGFUjNStGoQdV0XbxICWGs6s0iP3qFw8N4gROeBIa8bqkQ/qGoKcV4LkbZWl2XzLvYmw91JAEvt3plaN3JmPS9IsfV8uhk6M3P/2vtvWj98+bDMy8MbT+7efut4d2NZswsI3mxa33n7RvDd3ObPP7saGocUog8tlzDZGJ2grHmplUMIiltjXXJx3BFBVQHkdDqVUpiQuVprichay6C9NwBpygKitYAl50IMQ2mSSxlPO7WJaIxBRSISZlUFVWv3WzmklO7v7wFpLdnZ4GzIa+69xxRUbWeJMRjGeV73DQARGvd9i1J0pZQu0jvHMUphNNR7R1IFFpF1XY/jlHM1qDHGlrdaGzhCxeRDEyWypZTb21tm3XIlQmuxVrRkiCwiLcuSQsw5D6fxumXvhrUVZ50QAoMhN02u5eJiar1PKdaSSykxehVRZUNAoE36uq4hhC795uZU6iYiN4ebbVlVRZy5bvnu9rY38SGdl7mCFgEyCCCW7A4eiQgQdQBnTAMAMqCgtbvx8BeffPHOW2+PbMfor1+cTwe5ffb8t//SX7V/9McffvJpB+ldVPyQbi/zloZbZsi5eBet0eW6Hg6nXBqA1NrJOO+9ATxfHqZp4NZrLkMYgvfz5fzkbpC9/zq21pfcvDfMPdcaYzTGLMuKaEppwzjmXIl8Y04pzUsGY3yAb/7KV0pbp+Hw9Pjmw+PS5KP5NqSxxbG1fJ4OLg4GwSD3d967OT0ZAPM/zOevf+X53c0QnPHODMG3lt1gD8f08Li+/OJV3nhetzQM86u1Vj6eBkduvs65ljCkZVmenp6s16Wr+AhiNI2RuXljBNUgGKTHxwsai5ZbZ9ZufwEX7AUWkAhBiQgRpbMIDMNQW0cwnSGvq0GzL33GWudpnufSeBgGFEYV71wuBYw1xu2/8jBOl3W2aMGCAQXu+yOFgNfrtQ8TIpaytcY2xsNhUq4Aoqr5erUeEczSFxEh64hQFYdhQLXMDICI2FptXA/HGyT7cJ5TGmppACgqCKpqRfp1madh7L0HH+dtHQ+nrWwAkJzvvbsQRbnWap3ZRQUxxl5ba22aplxLGqelVO0sgKzKqACghCqovXvrpHcyRgmNMcu6KKCxhhWF+cXDJcX0xavHlDYSfuf52/nhcnzy9s3ds//8f+7ZP/kn/+SPfvCnDcLt4QmoOUy3aJwxOM8VCch5H5lVELG0aq2XzqWUKQ3T8UggJhisbafuECDnVZVVFdEw8zAMAhpj7EzLNTPzvG7X6/zkbkIwQKCKMabz+TF422p/6/np+d1NlxJ98jQejsPPP/m5aDnenI6nRATCrVex1t/cDK9ePj57Er7z7fe+8pU3iOj9d54QtWlK5MBDNAhzXnrvBm3vreRWSiNy4yFp7bVtADCOo6CcTofSMlrjwCihj7YxE1nmTu41WB6G0Tkv2CyW4KJ9zSOoAACi7dwt4Dov45Pn0ooI7IRTGtN5zmFIdcmICKy5lNb64eYYemWurco0joBamOfLElKsvdVchCEYtzyuZEAAgidrXRfYSrm9e9pak17HFMQxC2prisrcGdR4Z60BQGEW7TfTzf3Dy7zBNI2X+fFwOIjweBi3ZQ4hLI+XkOJhjJe8WGvXrYSYOte1rIfjYZnnrVfdurfO2TTP65MnT+Z57k2sD1stMQ7URUWti7XPBk1Zc3Rx11cIaOtsrV3n1VjXWwVCJQfKYI31pksH5VrAJmfRqLJwB0AAdOR6Lkxoj+58Pv/wZ4/vvfP1Dz7+5JtfPzy9feM3f+t3C8unn8+HaTLGVJYuDcEQWlZct+aDLXUVtuN4ON9fh5icwdIrkOZWTsMxr01aTSmKbDZYMNB6V7Ui0iSjMazdeiey1aaKzti4lZqaRSuGAYEcmHFKl8tMA1rrWG0I6XxZBcrp5IZkb493Qzqx1ulwssZ4Y6XLu28+X7fLzdeeCzki8g68j8xcKzuTgFF7Wa8XA5FrPj8soK529IjQ1RkS7AiyM+RIdpxGAMi1XJdtHBMACMIhpirVprhzqNaJJdfWQvtgikS7ZNaTtcYaYwygMWZXBez4pYhYS407EtTWRPs4jiia8zwkNx1G523Oqw92GAYAUtXTYRRuXGr0/jgeD2mAHXdERMRc2076w66kAdHO3HrOuXeJMTrndhnR4XDY8mKtvbu7W5Z1h1GNQea2FyFCJMBe23E6kIKq1rKJdFWt3MwvZD3MutUtpTCvi4AKaK3Velfajivzzg/ldbVkLBlHpvdet7ZrLI2jtVVjEBGhtDHGkYC27aByQnhqjd3WqHxwbiAyzMFZQAWAUrfaK3m71PzFw6sff/DBi5ePT5+9uW71+9/73bfefHccDojGeNda27aNrBEGVvglgD2fZ1RCNKpord22zdlQWvPeO+cUONesxEAaotspRuv9ss6tF+WuqqfT6eHxTNZa8xreiTGi6GE8GqKbaby7HZ8/u3l6OzgvaaDp6N584/T0djxOEwjG6FmatEqo1iESj1M8nsbTMcWEuZwVs1JHaxBMqwoAxpheWl7bq5ePl/NKZPc3uda6Y/MG8HA4hBDmeZ7XpZSCgvN53led8/m8o1gppRCcqpQ1W7SWWUTEWCeIwcWyZU9GRJdlOUW35U0JEXFbVh+G1trh5oQIsG6gtC3rOA2WnAqyyDbPLsXWmoCqgiUDogawihiL6zqPIUjnbVldigBQcxmGKNLXWqKPjRVAFSGlcQekgGyMkVV6b631lNIOiiGCjWkn1QjM/gC01kRkWRZjfQiIqI0rgHBrINBaM4hpCMTYpTHr4XAo8yoIvVeR7ge/rNUopuicIoCUsihQCGkpuUKZ14UByEAV9c5FZ92a7zw9vTvexBitmw53W+WPv/zyIW9fbsvB2m5oboWsaai19cfLVTq8uj/fjPH3/sE//O63f/swPe29/5V/+p8p/bCVFVwEg4ZItY1TyFl6ExGx5IRlHCcQzlsBUm/DzmaJVG8t93w8DrWuW91qDwM4RKy1D2l0tj2es7W4bUtK8f7x4XhwkdU6Ctb0jLVkIDLOJudaaya6INShz2sh7E/vbp/f3UZrDLTk0FghU9a1WufRmq302rbpkG5ujwDSOoMioCi02lZVXpY151IWHtNhDGNei3jLrQsZ6wK3bpy1YIySNAnepZTQAIgE6zAG6xwQXi6XcRynaVq2V+u6Wu+dqtbevfc7tyQiLvjKnfk1z2SQvPeiIKxgYJ6X0zTN12uwrm75eJqWbXN+yK1uPaeUHLmcqzN2uc6Ku2iqc+sYXIxxXWcnHkWtc8yMgNy1Ynch7gzQzv7viyAiIqAxpncupeyTd4zhNaBrDCLmtUxDXEuO3hvE81Zqa4YQUJ231lpU5NylCgF2qCFGJZ7nSwyhrCsg9sbzugTvrbXnyzkZY0CNs0i2tL6rnIwhIGkM1kIgHXp7Yxj+8je/8qtvP5uCgc7eDGrTY/21T149/OyLz37+5RcfnR9vQ7iWMk6pXhcqOoQRTSy5WaCHx2vyE3Pv7NN46CZmQa7NWSuNl2UehmG5Xr33Aj0Euy1XRJyGcSs5pni5PFoCQgUgIqwtT9OwQ9dEwXvLrERmnudtKQpIBpRQgKy1NZcY0rosEWgaRh/Dsm0KbND2XkUaIUxjmAb/7OkxJWesTIcwLw+n02Er6+F0k7fqvd9yHqbxulySp9aLDwOC0d0oQE615K3P11xKI6JlvZbcDFo1RGAZtLRK3L2P3vvDOH3x4svDdLouFyC1jsIQ5nnuyE+fPau14so3tze1VrvTZMaYWgqRY+FANtciKUzTtF7XnZOVzjENj/PSVRFxV0Uhg0EqjXen1+FwUJRS+3w9394+2ZY5xqgInXXbsrV2XdfgbAxh73e1i/WemYEQDS15G4dDywUAvIsmmiVv1+sVSW9vb0sB5h5jtNZer3NKw7IswzBI53EcX7Pe2ybWhxCq6K7iRaBWmjPWWouiqmqtX5ZtPB4al/m6hhBKq955IqMCrfUUYnS+1WytVwAkfJyvx3EqRRRBAUZvbW5vjdNf/+63f/tr77g2O+in26PF4Xj7nCl2E3788Sc//PCDf/jnP/jien7sPZHFNF50nUtTskVymqbz9fr9/+Jf/Xt/5/efv/PkN3/nd3788Wd/8dMPrfPcmyG00Z0fXgU/tNq5C0A/nY7n8/l6vXZhBvHeS6/TNHFtiKgAvyTDRMS5sORtGHxwlg72er6o8jwv65rP5+tbbxyjtygsrCx0zlcGVuIhhiEONRepeRMdB2+MO0zWeC5SyaMNPqWx5G6Iyroai4QSY/TW5NzEQgoe2OScVXzZqBb89JMXNW/KttbuQxAm70KvrTYm64lIAEprMC8+xsvlcjhNitJ62c0vzpKI7ANb7703sa0xEuyVVRistbV3j4pEuRZBaK0pUkqpcbXGKJFzDkVz3oILLH3v5s45Ud1yCSFIgFqrcRYRe2ulluPx2HsH5Rjj/cPLcTqiwpSG1oszRo0RAWv8LtTaq6lzznvvvW+97F8JIey6pJ2Lv7m5eXh4SCFs2zYNEUWDj+LcvGXhLrvMz5K1FhREhBQQjXPOBb/Mi7X2taDbOudc27L1QUQJ6Hy+pBSDT9e8gqM0DJd5BbREiK0lpCeT/2e+9+3feveNE25vPjsgNxG+PQ7Pnt2iHR+uZXzvvZsYbqK/SsUY0brzJf/Rn/7wk5cPD6058k741eef/yf/0e89ffr2iy9e/PxnH37+5Ze3p0MXuF6vZK1VSCkhGGu9S1aV15J9sAYtEdVegEhEa63YBQmcDca463Vx7z1nruf5ejod9vXx/tUrInM4HFC0bsVbr10vj+cx2JAOrTUlY7wFA7ktDkdHLgW8zNvhcDC2kcPCS0JvrWWBbc0GaIjJOUZDl2UJIXDHJ3dv5LrN84psmXVbe8mwrPLJx18gmhijd6BKuQoQCSirOOcUgEHBkloKLgDqZb56b7t2D957b4Lfudi9JIUQbAiutvZ6HnCh5GzIBG92TdAvrHYGCFHUGKyl2Uj72pRbdc51Ye2dG4vINI45510MgWRrba3XcRz3Rj+klEu5u30qoCwNQSwZUVXFEHxpzMxjHIgMgDKz9FprZVBENAR5W8bhcL1cVSHG2LSPaejSX/vMEEBknmdy3pJVwtZLa80o9s5GMKJ3zhHgluuYpsfL45hGi9YHv64roV3zRkTH47RLXroIi2zXxcYoaggtd7YAmOvv/s53vveNd56RPIve6MbKb77xJgu0vno0B2+H4Mfh3fffeuqO492TZ6/O8+WSf+eb3/rRh598+PLV55f58VLOH33QL+XXvnsMzv/D3//9//Lf+BsPl+XHP/3JEH3Nzfg0RA9IpbTaW80bksTg6rruepytlODCtmYLaC0BYqtgjMu5gushekS8XK7emnEct6332qSrMvQGoHg6nYx2a60aROdr33w00AMJldpqFQOOSJblEbby7M2bZc3h9iBqTzc3XCr3VtsWYxzTZIzdttV7a603KdSNr5e1dViX+tFHn50vm4LvAgq6rFfoVq2WXhAxt6wIzgYzxJzLYNz1OofoGHVKU4z+Ml+swXEYmXkt2RJb620pDWkf5WG/1VS0927t8FoAL1o7M/M6Lz6kEEJnZlDt7ILfkfmYUscGAGXLLOKtI2vyVip3792a85Pb2/v7+9oJERVhmZeURhZpuYQhMRIzv17P6y6T01priG6apq6yr1be+2VZDodD77xtmx38Lu+wznQRa+1W6zhOc61dBQWRyFrrvLFWvA1UtbUmjcFAL/mYhlJyGMdtW2IMrdZgg7V2l/xJ4eBCCEG0cmNWVqZojQP45vObv/ab307l8v6bb7TLq9vj2FVKK7d3N7lUZyEOATBiKwd/8EMqrbz/5vPy1HzzV7/111g+eXj4iw8+/eyL+w8/emHizY///E9xuF06fvrBxzfPn3rr1nUlpeW6xpC2sg7DcL2u42GqZRWRaZpqrc77eV19GogIOo/jmOtCZK2JiBhjBBBFCCn2VgEopWSMCyFdH6/LdW1Hd77ON1PIdUtpnJer9btvWa7rYtER2hjGygXUnh9XH9M4aknCfZvn9e5404Wnw6lzBdbeq7ckvZbG69K4WBUqWb588fiDH/wE1ApQLR1JvYuNefeudZV5nskaQWDu6G3mpoRojLcgyLkWcvtsnUTEGBODeXx8tABARL0LgIJ2BCQwuxvYTalyE2ERIUOHw0EUHy5XH6Ixhllba2mMNTeiFr3Z1rL/akOOQVNKTqVxtcY9Xi7W+1xr9D6XhmhyztZaVCKlXWK8rmuIcSctfwHuVOecRfqlO21X3BFpjHGfVqWLMZ6s3XI2zu1mQ1UQFR9c7RVIe++tdAeWFFL0ZLGVupV1HEdAcZYQhLU7awG4lGytBaPWW1B2ari2SL4JR8QA8M/95e+/c0pHobqdxyk1EAaJQ4QQxsNYG7JD8jTGJ6ziogs4daDbd94CP+L58rvf+rVvf3+7fzU/Piz/q//tv/XqxXx4porTRz/9+fHmJq+zAUfo0GLvoqqX61kRu3Ic0rbO+4x0Oc/ex1IaMweyy7II8LaWWmspzd3GEDDnbK3hjmvJBiaD1pGbzyuJ8W5QmZuwc7a0JsBoHbfmg40D5U3Gw+FxfrkuZVvlg5987uz05PhGyWwGPB6Gra8p+SK9luaNm8Zh3R65gwIYYxioMbx4ef7ZB5/OS+5MjVnQGDKttOgD11ZKqb1Ya4wz1pne+97rjCMBLl0GH5t0a8kYp9yCDYBdte+mcOr9tTkRdtW6yi4k2Off3UOrqlvJa8nT4QCG9ka/91lmXpbluixdexMhIjS0s0e11rAjuyjGorVWgJowizBz9IGIem11y621lBIh7nEeu0NoGIb9r+82hF+ClK9NINpZRYBZe+PqvKm1xiEpgvceiUqrIQQbfIzReT8MAyKKdINYa0khqIpzlrlv22rtayt8TJ6sSSmxCqBRwRQSCCfQoPn7v/LO157eDMpOZRpGJcQQ4vH26Ztvx8NBrB1ubrox15rZG7aURdQYda6JqIHTsyeVa3T+K++8eTcOf+m735J++eTDv/jgJz95fHX/4c9/lkLcafMQkvfRWHLOvDZmdYlhEIFSmnNeRFvv3vs0xl2xuau8f6mpH4cDsyLsmhsIIZBSa7xtZZ4X6wchB2RKy6fb436xdkWiDXbJW2dVNZfz9sHPvvzjP/rxp59dtgUeHrf7x7WxrLk07l2YCHOekw/7haudz9f1fNk++vj+D//why9enbsCg6CB3iQOSZjrtiLI8XC4PRyJVWqzRD2XFH2KPnhLBArivWWV3soer7EXsnVd93UMdj/Ja/Mg4O5nzzlv23I8TmT2R9YCYeUOiK9dR61vyzrEFEIga9BQGJJPg0i31iYfkOWXz8PuwXLB+5DAWBEppSBACCHGZJFIQVoFld7b7mjoKi6GUsoek7FXVlUF0FpLSpEIf2mFaK0dTkdrade57rd1rbX3vruL1ryFEETgcrkSELMQGRFlFlXYtrzzVbXxWsr5unTV2jugX7eG0C3xe8+m3/nWV986RlNWrwpAw/Hm6dvvvvO1r3dnh+fPb589G548vXv2/K333yfnauspDtYH6wfyYWutKSBag4RAN4fpn/qd3/zOr379nTdufvcv/dYU49Ob21YqghHWy3le11WVBaVz3ctHzlWBFIz1EZREpJSt1A2JQ3CN6/F43CMRvPfMasihod2+31pTxXle7x/n2qkzlcqlt8PdzXm++uSd88Dogrt/fBDFLfd1qz/+6UeXtX7w8avf+0/+yadfLr2n88ytEysg4u3tibEYj+TsurV5KaAmb/IXP/r4H/zeHy1XOExP0zBZS9YiS3v58uW+QBtA6K2ui5RMvQcFw6xb1do9GmfM7jlwzrz2DiJaa11M4/FoVcF7V1rflzIAsEjcmjC7EJV6rbWUOh3G67x4n5oCd8k5393d9ZqZcds24yxzK62SDcuyWcIY43x5JON6qQBWGITZR9+bIBIopjj2Xpl1nmdFBABvrXNuq9VYW0rZrU47B1ZKcc5dLhdQ2jWytdZ9LGHpIbpWaox+LplbU6XaqnOutRqj321S++7MoDGlGOP1enVk1yVba53xAjqEcL1enbWENKTUuOetJh+AcBxTy20y8P1fe/+vff/XT63arR8Ph3fefTcr+xSX3MfDSTvj6Q6GJ2ar4F2qzQSPZFsDIbDGGmMR7FbKMU5grHPuV7/xjXEI/9Rf/o3/8D/+ye1bYf8nrQsldzJK1jRVZ613Q815mVdLu2hZc66N+zgOBF24i/QwpBiotbJtm7eYknHenM+LSm1Nas0xxlw3H8KHH3701rtPp9vgQcWb3ruiAgChBbQ1bylO85xLg08/u3/1as4NhOAHf/FxOt5aN7z91l3OUnIenkz3r86n48gC9/drF1uyffni8qM//fT3f//PPvnkwbihbbosmRy5YEHAo5HarDEsDYAI8DBOqthrA1BjTXB+2zYkvbm7YeDGNaVkvWPmrQoZ7r1b593eTXrvIJpClMopRACIMdYte+8ri6jGcVCgkpuIlN6JXmvAQzAhxdY2srgu7Xi84VZba6fT6bpsztreqlFQBFSYlxmtVeZDSpmbc9Z5LwC7IVERnTO1VyR13pTG3NUYY40n3EEzNMYgqYLfe5mLBKC7qs0a01ms9YbMzkSoKhnaf0o6q8KlrgZwT0lxjlJKdcsg0rsMw9RLJTC9srF2SKn3rsDbukaFt2/dX/3OtyboCXtIbhzHH/zgR8/ff4+Nv3t2d3m8IuRDSDAyHBwIQ4qejveffEHoUWFwrjPO2zakSY3l1tOT2/t5/vavffv/8f/+u++8+31IcZ7nYZhevLwgmfFwyHl11oXgemncJTgPqiXn4XBgISgqIkRgLfVO5/OZToNzbhxTCFJrRrLTOOa122APB3OeZyW0KVyW5dPPXjx75xZQq22bhRCDCig4Q6HVYk16fHjVKn346ZeP80o+ZOYwHP/gj350/7B+9Stv/do33x2jluv93e2xlmStLYWWtfzgzz/7gz/44Y//9JPPv7yoMUcf/Gi3tbBw2Wpe1uN0QGdRaVkEjas1AxoRttYaMl3ajmfthgtWFpE0Drv8xRhjLPbcrbz+UEREwtYaKapqy2We5xDCdV1yraN3gJhrJSCydmcTYvQKQISPj4+IHGM8HVItebeGn6/XEBJZI8zemV0MYIwFtGDger2OQwQga911Xq95OQ6jc1YJ17wdj0dmJtZfumH3R2gfawDl9adcCbBsubcuXitLHA5z6aTQekfEUmowfjeFzsvF2xBC6r3uogIb/OVyST6IiDK31oT7MRxjiNu2AFAtm0N982Yy8/W96fjch5OxPV8//eJF+eAjRvvJq0dWef/990+HaYqJK/PjNT25s94JqA8HIoghhnjouSK5MQ2iuNXGpbmajzenlIavffUb4kMlvLm5+fjL+5RS67yuMxhQhm0ryKQsokCEIYTeW+tKRL0XNIpGt2073py8p3mec07BUZNsnEUFQ1BqJXK5bsaZh/PFgH70yWff/PZXj9OBqO94Z4xxnstqVSC9erlsGX70ow9++pOPLtdtOIxbyX6wW5Yf/uiDDz/45Oc/+fnbbzx56/md9o+v69J7f3j5+MWLh5cPl2WudYbT8W6tpbW2lUxqyAAi7ZcPhSw5smaXdlTl1psFscajsQqwJ3PtfZWZL/NsvbE2YpNItqvY3pkIQdRYC6LaO4DtvRN551xZN2PMzc3NeZmFKKVxmzcEk2s1xpSWiYjI39zcPD6+JERrHffearXWhhSJDIGxis4YYOgiwzB0AW4ILMaYdSuVWQlvT0+cgXm+kKMYPYMKvvYEe+9zzr9MnnPOda6Ium3Lzd2ptUoGTsO0rjk6P6+rkieiYGyuW4jeIilAKWUcx1a6AHdp2GWapso9jrEuW0oJDKny6XB7Pp9l24YxWsKnN8fl4dVvfvMr33/r/fzZJ1NDU/obbzwPnmI8+XRTGK0JH/zkJ5//xc+fHcZ3vvr+KU394cEmJwAy6OCickcEC6SKOVcGT86Nh8lYfPnZi6+8/40ff3Sd2Td7SHE4nvT+8Vx6995fl9lacxgPZd16F7TAtZuA3BjAi6CIVG7kQ0rjthWD7ng8iogw39xOZAwCbJVBmAUPh9EmZzajXc/X6x/+4z+23/91+2zM23L79GiMVeDKZpn7ZYZPPj//2Q9/8vCwno53uWpyQy9i0BpramkffvTi5z/5lCskn3LOqqBMW64UsDWwZICQLNZWoOMwjk1qrdWqVUEAqI1LrYyA1ljvjCZVtc6t68pC45gQcd2uRDQN49LKDpO3VqxDVrGIAADGWm4dFaIPyuC9dTEYZ23wyFxKCdY1Ve3snGuVpbWOcjhNO0C2bdvxcACly+WigvvyNK+bs+EwHHrvWBWNkdbJuNabMgfvlm1lgWEYeqnX5aLSTrfHJRcQBebee++y0xCn02ld1z0zAQ2g7NWX71/e++isdaW0GFJu3VrbWQWh9+Z93Ot6712At9aC8yoafWpY1pJZxRrcdRQoFEM4z9fhMOVaVBWU18vlyeD+9t/8m28Y83/43/yv76a/cjO6zz774L2vvvezDz/fPn/15PbdJ2/dfffXvv35+OH5i0/XxzN8+kU4HUzxJsRaH2w4GquQN0AVCAjWDcYNSbSD6Hg4WuvfeP78iT989rgNh7F8eR/SgK4BqHMWkVgFLYXkUSG3Gl00xnTGeZ4P4+BtBGGDtudVlbdtG4Zb6+p13o7H0Fu3JmWtZG2ua28CQGRoXtcPP/7yeJiS//rpONXsnInGhlcv548/fvWTn370J3/8o7x1JLcV5a5kjZQuO2ONdl0bNxzcdJ5rrWDIKVNnvY2HTGvwdtsWsKa1HF3KZVXUaZrWawGivKx7aphzjlVyq4acc04RlZScva6LJTDGAIgIRO9FAFWsMUMKdvcw7PmELqSaS63dW9e4I6XGPQ7per06Z7atDCHl2nJpnfV0c1iWa8krABjjDJIwbNs2TdOy5tYaQ3POGYO5lDQduBZmJqOtzQ5tR7HWXWs31mduRDod0pKlgfgUexcE6q2GFK/L3Hs9HA5dmgB775dtTjFKq8fjuKcogACXXgsrmcpsQqi9Oe9r68SIStx6iHtYWMcO1rsYJwEmorKtAEiK2nTNW4ixsnRQLgWj9taF4Q/+we9989n07lefusFSMMe7J//h3/+9D37+2ba0h8+Xb//6t7/zvd989vQU7Bu59rZlY3wy9pMPf/qjP/+LZc0Yh9/43u8Oh3ff/sa30Ts00HAFY0z1Ku6b3/xmp/iTz+4/v6x/8eMfbZW2qkpoHdpgjXEl5855iKksnYzPW/fGci/Pbm+YG7faaw3BKXRnrTGGjGNAolC7H+NNnStqQdRtfYUdSczjwzwMw/39+sd/+vPPPrl/75037k6HeZ6/+OLLh/vr55+/8GEslbIQxqmWZnzg1kNwUqU1ZuY0TPN6Lvlyd7orXMnq8XbIG8yXV+M4ikjpOoZoLO/dOA3xss42BGUgRwax1+a9JzXeeCIigHW+OOeCNZasAKQxIaqIaFNnCXpDgsvD/eGYrDFGFUWgtWyQVEVElKBxbw1yzgbJkmErNZfdCHA4DsuyiMgQ457r4pN7fJhDirVxjDEO6Xw+n06H8/nqiJxzzrkYfBNey2YJgGCrxYdUeveGAGDJ11yrTxFUcs7eumEaSykpxIJaS9mBgtLya2GA96VmZSGy0iSlsStUlmDxkjOAtN7AWIvGW1d7i85XVmNImogIda1S99SwtuWSmzEmhqGruBBcR64l5zw6g42vLz8Nb3/9137t7eMpkXbt+OY77379a9+6O73x6tPHba2ffvH5J59/fHOIZOzz0xu3z9/orRDDe0/fIGfD4TAOgxiYr2d/F2J01QsggvGDP4jb3pW3P72sb77z1gdfzNg4xQiIoH3Z1ib1cDiw0LquBG5vGrVWRJ3nC7funEOl1phbX5ZVlXLVgaJzYZ3rl5/f57l+8cXLDz/68oMPP7mct9L0dLqtvaV4XNZyfvz8gw+/aCWjaEpjrc2aSTD4wc8Pj0QmxGAUhLCVKtotGjDQavXeT2FA1OCstXRdH7w1N6fDtm2dKKVUWp+m6fJwb3eZiqoztpTNORedr7VK6+d52eH243HKRAC/gPMM7rLuHWwehmkYoyIDsSNja2mGTBe21ioLAb1Of1BwzvXajLO9CwDU3kJI0DmvmyXTQYho3tZhmEqtaRz2NLnG3QilEJXFIIXolmUZg+fKghBj7KV573ktxtHuzlvWNQRnjMnbNqTJGduFibuyWOMErPdh6xkIPUWDVqW3WpEMORucr7VWFhZpncH7nbEstRsEZ4lr25MSvbHOoEaHCF0qIbP087x4FyBA7ULI1rhtXpwhBLg53dH6eLD83V//+tPRAo3jYJAo3j6Jh/TZh/dr7WwonCYr7dmTU9+u6PyzX/91e3u7fvpxUa21a+GbZ28/efLMvfl1AHvFziTx6S0oyILIpB26lfd+5as/+vt/2IWDj9vWCIwhcIKquD5erTUR047WeR8WyTF5AClAAuB9UFXnMcbw53/+4f3Dtbet975e14fz9dX9ubNeH6/jcDR2CM4CCLc+2MM8l10i0tH5FBvaTladXwsjFOm4lvXu9vbxxavDmKQWUXYpRbIGLZPdtpUUvLGtVxttqxV0j6zrwRMzb8t6igMzOz9c8gW26sWAhSUv+3b19OndHqW1pwoBvN6qlaC1skOu0zQtW2YV1jaMdl1XuzNbu0jKONtq9WR3cosAdxO9/CK7c81bCsO85WEInlzO2TmHRMzMsu+wbRwPyjIMg0jfU7cQxDpiUJauAjlnou5dVAAAaK2HEIzFvM0xxR1D3WONX0f1GgMA0zjW1nZZOxkEwl9slNfoQ++djEHErWzWWRE1BNy7AhmD03RYlqswr2vZ9WKH47jk6qPz3qpikb7P9L3XFLyIaIdSSmD+9q997fvf+Rbff/jkjXftYFgEnZvc8K3Tu5eHdQzHrcnprTe/uP9SzXR6/sb4/ruABi/D1vof/+kPfvbjn9nD9PXf+M3f/qv/7Nu/8i26u1vLfKIbMJachyzbw3q6O60ob7z51hc/+qi0AmhU+PJwIQPBp67dke+9KvdxiLmUXV44DANRraWPw/FyuYDg9bpdL5ef/PgD79zlcgk+1d7tEJu28XDHrAbtsqzGkLPhfL7uIQ/GWROGyhqdZeBamvexra+v7Lqux+PkLdUCU5rAkCgs56s1fhiGh/tHsOKjA8SudVvW5MMYhlx62bIhqgLO+eu6OOehIddaagMi730p5f7+fpqmdV2naYjRl7rtoUFK2lrz3lrrBNQ46tJ8MMaYZZmtN7aLlFLcLvE2RgBY1VqLiMGGZVlKb2gojcNOAL7Wr/QCAGTsHnkOint0BRHk3HrvrebgU83ltXjcETO3VqdpAiDuqgAWqasYIhHeF8Pcm3EWRLnWEMKSF2YenatLsc4xsqquW95ZXO89gvHer8uy+3yggrV7So16H0AF0a7z0nuLPozjqamAM7m3YRhUebnOIXgniIjBmnVdt1ZCCAJcWp6I/lv/1b/xJE6fd0iHm5nXm6dPuRsDDhmfxLG9KqPSrNt2lfd+/dtf+c3vw/HZ488/qKWPh+mdd9753ne/l57cVXK1ret2eWN4a7EAVgtvTkVUe+95A272889fghpB3Kvm0d32Wra8WLSq3HvzHrd8DnEqucUY5+vaex+G8eHhQVWn6ZDLgkohxrxuw3CnYmLEykXRmRDqWhorqK2lEVgylhnG8aa11lhFJPcWYqw5I3fraNs2S2icUZbSe3ydB9V6E+MSkHk8z+N0o9KbMrEGFzGaVipIG0OcbobzMu/pfTmvh2EotZGxxzF17dfrdZwSoVUV54wxRlX3FG4iUlLvvfcWAJbljAanw6DETeVwGK2IiIoxrgmDIRH2ISq3dV1X5ejiHiCXSxXkbdtiHMjZ3QQ2DDG3GkIAMoT/GWX1i1po9nxCRARUg8F7r7211nKuQ5oQkQEISUWYNaVxXpY4jMuyENkQwp5mvCd2IUBrrWmrrfkx7NkTpZRWec9y2ucBttREe1dEUOmtK7HG4AwFa+31erUuGEfGmm3bylYPYyDAEMOrx7MyOxdqL84ZUGOM6Tl7a3POhtyLVy+Pb92gRd76sqze0nZekgy5ts+vL994782v/PZvViFPbjg8o2me3rdBvHa2x+M3v/YN9MNHrx6YGb2DxuQcWX95fMh59eHup//kJ599/rkZ7yy5Lq01Llv21o6HSRi2pTjrfIB1uzibdqGF994YuxOE1tp5nonAkK1FDIVaqrWuliJGjXVbaQC4B5n16hCAtaCh1ti5AK2sucRjvF6vk4/OmnmtMXpunWBnrRX2ElDZWq9ARGaapnXJCgwg0zis8xVqP45TK/18Pvs49N4veT3d3oQUl2W5HW7Kuq05G4u3t7fLshj7Ou2ltbbkeRzHEDwz75JXEenCIQSylHOeToP31rlgRQUBFcA512oBhFxKsDiOozO4k1I+RLQ2d2aV2puqko0ppVqLsYabECAhxhCulzmEgIbWdQkh3T8+GGNKrYagrmyiN9a10l0IDGqIyrZZa4cQ9tBWa21et+D87rEMIZhfRHQZ75xzlhyvizc+59wtKdA0jdba3kpn3sOsGTUlV0rbQ30bV9OAmV3wyuCd1Y6lFGe9G42wgMhW1kNMW8lCNca4rotRoYbJmQ8//eh7v/qmm0IuD3dGLy9fwAxWqEobvF9effFwvR6f3HzlG++1+cLhDij6aGicLaZnbxtVnaXPhb3B97/6q+CHZZkHNzhnehEfkk/2en34/MWH09G9Wq7qxs6qiMPxWLYtd1ZVQVJjt1qtS6qoXQCxd96j8b2v1tre23QYr9drSkE7A5GiIKJVNALG+a1nZ4h7tTYASEqptcrM63I1CN6QBTUiLbde+jBOpW7AkEvpXW5ujiVnAAghsCoTtdp7rqfjWFqvtW5rjuOkgbOoHwdCqNKGaewZmLvUmqwp65544hBhXVdjjGjfts1Yvx9MgohK2Drvabh7ArAxjqUHP0Q3KGirQoS0J0e0WsA7MMZau8tGyZp9a1uW5Zc50T7G2rtxbj9oAEVbKcqCCtJ5j0VCxNPpZIwZplERhmHwrwNHeZ5nRfAx1caVu49BES6XCyLiL04r2A2Wa952Xm6nW1trQrCVvAeOG2Mqd7RmK3nbtvP5vA/cr/3ArXUBRRDRYRzJGOvcHu3Ya+u5OGNb2/VQr3//rhWKMW4lI2LvIsyCwN6It1ur3tvHL78M3OXyuL348vLFZy8/+eiy3s/l8tWvvnd5POdljSZAlrY2sqNgrGgxhsPds+Obb8XTLaSxNA5xBLLCaH0spU2Hw9vvvfm3/va//K/+6//DmFzvNXg7xGQQp2HMOaPorkEDIOsjd9m9G+u6qurxeBzHkbn74M7nB+ZWSum9W0u62zxLL1uFLuO+EBtT22od1VqmafDOGIToPQF4NMkHVBji2Gp1xotACpO3QTqqYMltKTUzswgZsM4s1wu37q3z1mzzFQDikJp2l4IQdBRjccvXGFxrWaGFaIx9fSLBTgztEWy7zbuUUkuz1k7TMaUkArsXVxl6bSW3Xuq2bVZV0CAgkjVSM1oHKtZ6690+EjBobZ2cNUa99SIyHqY1b7W1gx/305FaawSSgss5U/RbLl0l+AREDGyRQAEICZ1Pdh9CbPACKsoCgtYY71Saj4EVam+7cKn05shM03R/fkzjUGs1xq05T4Nb19XFsAu4wuBjjCIirXXpLMwMzmFrSgisQoSIpCgheWrkva/aDBGIEhAAiqgCuZCWbVODIUY26JiXzP/Xf/ff/fSDH37n3bvv/+o7wejl809OePxHf/RHN8+fuWnaRL73z/51ALAd8315zC9u37lzaVhfPZS1xMOIRsQ7tmjC2JDsNGAKqkIh1Gu7Od3q0OgQS4F33gMAkSbWo3Crc0eA2+FwuVzGm/Gy5D2POxrnnMtrITDRh8fHx8Pp4IPd+2xwgZm9j4+Xi7XWG69IzlpQqWsGpNYKEBvPVHSbryxtGGOrGtJYc2ulGTDamUQtISKW0gJ5zn0cDg/rLI5sCuvlTKzI4mOwSMpinXUUpbbau4vpYb6gs0zC0IzBjjUeAgmWrTogNISGfAzLmkVxd6eGMOiOlJeiqq0VAfXeGkTR5qwvebUODmkiY4iIgBkR0e4rge7zqIjY4FtrIYRlWVqXVw/3pdXLfEXE8TDlnMdxNEjO2FZqzhn49eFh3vudRE4poTWK0FWacO1NRJCIVZZtLa2Rtft3dnmttzK78Nc5H0MTzq2SNXsryLWGEOZtZdAdytgPpRiGYU9aDda1xoQgouMUp2lEa4CQDORWS8sN+lZWAGmtcNsVbq+lYbs0Isb4+Hh1zqXDNN2MH36x/Pt/9w++uJ9dmhwSqfzZn/xpKfU43iK4u9vnj598/vDlYz5nXdtkotS6XS8sogjLspBBRTGHCYbEznSL3QE4BBAfnCrSFKECM/wH/8Gf5LVYY1opnLtDskioOg2xlS3nhYgMoKrO81xK2dWhNzc3u48jxpjSyKyqCEDDMImACzG3XhuLwOuYQENpCI/3D6hgwFiky+VinK2NO8s0TeM41paJINcthACkiDgMw+VykdYRcb3OgaxDGLxzKNqbRZa6eULSDsrzPA/DsMeaD2EYh2QAOzcwEGIka3YCa6+vu6B019oOaTLGxJCstca4lNJuBdijD5TFGW/JUWdRVSTi2pQFAQn2Lg2tlW1brHdd2Hm/tyEXnffWGLMPyC9fvtx9DdYSgBiLzI0IRaS1Rs7W1kQEgFQQgBSoM+8BE/uJOfuRCt7bGGPX1zeldM7rJiImuA5inG3cSyl7Kvc4TT6Elgt2SSnlddPOwftWainFWWctAUCtfV1XEUFUY611Lo7JHzxbtp6GFJ2hFHxwPqV0OBx6l1oKit7dnLaSr8u8lBoP47XCJv5hrqX2yrJwv3nz7cdSh/FmPrc/+0///JMfffTqwy/yeXPOE2iKNnhblvnDn/7F+dWXzuLy+KK21Z9StWyTWfPcuQB3igTnDhm+/OT8//1//vuHOBIbaWjQijAhzJfrsiwi9ThFR0SApWYySATM3BrXWoV5W7IylK32pioEaoTRkF3XHFNaa7ExgLG7s6gXdcY7cqoYh+M4nC7n2YXgx7TW0qS56LaymmjBqVrppue2WEtj8FH0iXM31t9YT2u2tQFnQknBGmVA3UXcKGCVOHcpzJkdeu0I6Dqg6i/SpO1/Rr6O47gPBrsRdS+021pAyftoKHgTxjj1LPN5s2bXxJDpvaMhAwiq1tlaCqSAhnrdWle0BkRzziE4Zs45t9YEYBiGy3zdVzFVtT4AIZLdatlHFubeVIPxxlowppe8i3yPN6f+iwq35fVgp23buop0WZZFao8xCqiqLtsGAMdpSintyLOKscZYH6y10l+nuCHizc3NJ6/u/RAMqxBx5xjCGFPOa942ROhKIpVIWBpzb7XtgyCrXJdt1+0bgGDQDeGrX3nfqPz4T/88dBhvb8mHVpfbw006PLDgr37jVx8v2xgNMLz69H56QmlsIHz/+ZeiNJGTzk9vbpfH2Z3mw/GuWiMA080Jx+QRuEut+fpypupKhf/fv//3PIW59JrZ+WGeZ4tkLI6HaV3nXZ29los1bk9hcdbvoDizCqt1NqX0+HA+HE7rupbSvA+llP0QMutoXhdLxjtTtkyA1oRl20IItXBvejwea61rb9GHslVn7TCmbZ29MxMBckWWu2Go66a1k/AUU8ubcgft4G1rOec8TFMY/Xm9Hofhuq5krIoxaK33RkCM1Mas0Fu3ryNTcV+X9x1jDwxm4JTS4JOIWOd67ypye3uSXnPOiICq1lmqjZF78NYbW2tllrx2CUFE9kjD1lvJ2dgIStL6mAZj3LZtaGyX1zXWoN+2jVBqY+4lhDCkYds2F+PrUvf6xCUARWPsHvuxrNcY43E67H3ZWXt8cpdzRh/ImvlyNcYcxrHWCkRLyYdxqjlLaTGEhiLMXfgwTef7h+l0fDxfo3eNpdZuvOsM2nlb1uCMcR4RlvVqyaAiNI7WCBki6q0P08iqSNBLh95+4zvf/V/+L/7n77/3NnD/6Y9/9v/5d/7tuzdOlWtwseVy9+z09/+jf/R3//4/+u5v/Na7bz43Cr/+/lfUpSb8+U9/Wv1dTKfC2zEcr9fHP//Zz796eKI39fTshNMRQ+i52hgNGEEYx/GzL744Tm98/umXJasITMcDoCu1TTenVy++NMY5F4wxdcsIRGSxVUTech7ShNblnPfTFa/X6zAM8zx7H1FQO1skb2ktGwIz8x5K672XjqXUNE4AUqtO0/F6vu/ae2+bsrfBWOsNOEOuVA+irXrAMG+m8gHNMQ3T4KdnN2PwDArGLqWstfzsxYtPl9WxiJqRzDBMW29z3owJqhCHw2W+quppTMBc1m23QnWueyqHAChqdFFVS6211ph8iK7Xtm2bQSZChG7JW++9MbxuFRrXxqg6+eC4jjEZQ7e3t/M8t9ZuT6fLnJ01Ir3kjNBKq8MwnS+Xm9tj5V64hWlgZuYW08Bd1nn23nfp1hgEzLmi7gJteO2HEdnFWSLCvQ8xres6X67ee2Ptmred35LOANDl9cm6tVYXw/XxfDweS2/e+1zKcJh2CMYAeGu38qBdUwjO2F6yIPRarSNvHQga3P8+Bmt7acpKXaDmw3FaWf+lf+Gf/zf+tb/1/ttvBOIf//RHX378s3/xn/9r9fzlG08mfPkFofEx/sq3fv3Fl3/87vvv5e0yny8vXs43z99//uyN093zl1e5m26s8+3LT8PTN3/68cdzrl/9yjfg+VMABQLrvVZF58jpyvWtd9/7R//ozz//8qr2xEq19eDjcDjmnG/ubpXhfL7s/ucYY9lWZ2nbtmE4gFLeqrGmtWYs7dS8tdY5U9ZSa+tc+ZLHYajCJgQiarU444len1cDAD74UrZxHJf1PB0PuXYRgVb4cXn/eDwi3VgbHUzRHUJyopPi0+PNfH4MziMpAGBwckpN5Vee3/50Xv7kw08+fnHmji6EJhKTy71ZgZY3g2CsUWbadfr4+izi/XCu+IvSVmq2zu3nM7bWLBkiUNHObRoSoNheam1MOxElbABbrQa09cpoq3ZjzLMnTx/OjzeH23lbnfNd2Ljggi+1k7OXdbHW7keReO/DkJbrogwpTmXLTAIAxpqeK1lrnEXFWqshqrWGGPKyKtlhGC7X6+3t7eV8doylVOYeUlTVxn08HK7X637AwTAMBiGltM6LtXbOszHGO2etHcdxKeV+nomIRWqtZNQ7l5wvJUNja0zrkg6HWmvNGUiT9cq1Pp7vUry8fPyf/s/+9X/jf/KvcT6X+aGty/Llhydc4brk631N5ACsD73y8+dv/8qvZBfCt/8L/1xbt3mB+wvPLn30k4/rRn2FwZnbQxLCuzeeLYpwPAjX7p0n5NqMiT1XsOhPQ53d/+vv/p49PX/xUMbTSRm2tUYf1m0RtiQ2WGu8X5Ylty2NvpUcYzTkWmNL1EoJg8s5G0DtLL1QcGREQZ/cHlupyn3ycS2rT6kSnOf7m5sb7KxIBChcvSFUcOR5LYNzYnhg+Z2vfe2r1r2D5PMmZUkG87b0mgcX3KvtNtec83g4MGlbGxod4mQYDlP8yje/8Y/h4x998WJdLxQ8GULtbgh8rScTSmlL3ZF7bNIMGOdsCN4YWsuWhth7H8cRiZB2/r/uzO00DMsy187JBfvdr339L37yYzWOrG2lRO/XnN949ix6EOmA0Hury2xcWPKmCIoQhrRuZVmzHwYENx7G8/m8tjLEqIgAZjreSpPepLAEH1trHdBYT8b03gnQWrNb8ud1TSm1NSPVoCzrbHpFY0znk49lyzfTtJbcL9ejM9wqdjQiBoF7uw2x9x68K7U6ZAteRYLAU28q41IqAwwgo6G+LqH3EKy1xAKOpef1NkSpLWDvUi1BWea//T/+V/7V/9H/oK6Pbb0Ego8++fAHf/KPf/cvfd8i5uvDl19+/rWbY1eNaSiZf/t73/47f+8//PGHf/7P/1f+a7fPn99+9Smc3oK5QXd12V589sm/9b//P/7Gb3wjPbm5efsd6B2nJITX6/WQDrIxAjJR6/B//r//u/cLq7F+CrkzCqQQa15vT3fn8wMBt8qGOTrXhFWwl26Me3x8tNanaWwCgGoRuGZSF3pJxZiypRTPr770YT9hz1rAmnNIqXgv0o03KGrIWoMtF24yhChkRHor25Obm2fG3NUKLx9xnY8RQzCyXZOztjERSWlHYwaV2mt3DIhYVmU10p2Nv/v1twj5j754cTg8m/PmU9q2jVCdJUOOjLiQEHFds3EOpVeutXXnXG/c+p4C04cp1byN4yhOmLkJk7PjmHLL9ltPb5dPU3WuijbtcbCH4xNQqAWhQdOMhsjZ+boK0jAMpTatGxgDIc61V+7Xl/chBFBVcA8P59PpmNdNgUCNTVMGXdsWFBGhryszDynU3o3za87GGN6P1dvy89Ei9DTG1rpHiAhblaNQUgwxGdSHZT0cDmTAObIQpXJXMjF2b1TXEDQXGQ6TdrvmrceJQY9DVG7TsxsEQcTD4fB4vhrn7btP9xXVGCRHaOGf/S/9C3/jv/lfF8+9srbOKtfr9R//8Z+9+96vff+73zm/vF/uPy8ojBqnxO2arP71v/LbH3304vf/vb978+Y3pmfvvvsraG7fWLYlDvE/+YPfP9zefPu3fuvjhxdvvv8ejJOIBBeBQp37/HAZD7eXx+X/9H/5d/7t/9vf+fZv/TXjbN4Kqgby3hgi2oMpRXuIRmqrpTIE6EoYLNkYbRNunLvmiGOwRqqclGXdbrlzXY72+Dw4TfEV9gYIhGkY1nn2ZNvGDOpiIjLzdR5jIoVcWVSI0PsotThi6u1miHW5QIOtbs4gdCFrnQ9NyRq0BntlC9Sb7FIBMZWcqjG/8bW7K7TPuiYhUEM2qsFr2WqtzlirWnIHpFw3RBUwQKgCKY2RPXM/Hqd5XVMIiDhOaStb46LApROQWn55P7F8uVzU2cmZvq7q2rbV5AcSIZJ13ciBdPDeXc8P45ha78qWBchYUkI022V13hSpytBKX9YtxuR8WPJWax2G2HrvtZxOp8fHRzBQczPGLPM8jWNb1qdPb99+581bA7ms1bqSW1CMxrunb4hI53A8Tr23rz2/20fn03FA5rrUEMJWSpqCJ67c1UzMekwu1yImqKFtna21xtHDq/vbw9E5NwZ/uL0rLdfab959iyw2aP/tf+W/++3f/J6Zkg4moP/gpz/+ylvP33r/3X/5b/73fvXrvzlYdzw9zdfHrWp06BlTGk/OJXKSqcvAFC4vLv/g03+wKn25nL/+q7/yO3/ln769O3z+8pPbr3zl6Xe+DaAdVWsBwZ//9Of/6n//b733lW/8xQcf/vCnL/7Ff+lvIobSuUs7jVO5LkHBI3rrtl5b771XQjyEKVestRsk59wwxut6zW2O0RtjyvVyi/gMzdfffGfq3cGh9tp8egA79w7OkNKybAYtKHjv0dmtVyAzDlPLxRnPKki+5VW15cqGORi43N+PCCJ9GAfmhtZ5P6y5xHFY54vf2VTtCggKwbm1X8jxQPHJ4L/2xrMP/+xnw3BYqrCii96iNJXDeFjXHEIqrcY0Nq4hhOW6Ho8365od2V3zHb1XwZTSw/k+piDCw5DWvIxjsnVeE5jn0+lhXkyrIRBpd5EiNgLOpY8DAEEBAGm3k1vqVguQbbfp5tV5IYEYozC4rsj1bkzkkEbP0qFtozeDc6wtRLsBLfmajnGpeWUNIH5Ma66DcXUpx2fxLtK1ZDDEKahIdL5sqzM0eCTejLZow+H5zTRES3j/6uHp06e995vDkQwgs5rhvJYnT27mx1cIiGAAw9tf+fqb770zniZL9PnPP+GubgrHu9t3337z7Tffenr7dDodCxQMTkMSF0zyoIUxr/l889azu7ffLldupU+3z/7sD/8Qa386HYZDqHm9tspVn7zzzhdfzE/ffOO901sNDzCM6elNBQnOf/TlJ+7N529/65sQzLltx+E2b8Up/u2/9bfuX7346IOPr1mm9CawAIB23tmQaRpwaUFpXS5atuOQOlgArNtm2QUXMpeXr14dj0cyYJBU+jpfnqT0hPVrYXr+kKc1W6ng8EKruTn+vOuVOwAQgTNhF53kPMeUyrY69EQWDeR1QeOjDzKX/cSLvG3PhtgeX/kxgiFm5VpzvSKa63VGgVpEgGEwLnphFNZowrKUw+3p4ZzfOt28c3v3w/PiD0PtWlq3Q7QgW8kphctlHsZJpKUw1FrH4bC7/G0KgNRYrfe19pxrCCMLcxNNJrioDNapjt5u8/rGNE0p5vxItkSPUIsgJILDwVPAYYzBJwBC5z/59Iv7x63lxzuDhZVKd6QxmGXt41BqFteAFEpv04BzVmMhWhVkIGiFkcEDOKlEXrhF425ieDqN33jjyb2htZZXjw/DMPloTVfvzbquPriOjJLr0rYWkvNOBdpW1tVAYVUf06uHV8/ee/+73/vOb/zGt5+/+ea5sD88efL2O4JAtxNcZ+gGWoPbE9RcL2fp/dUXr6BmMeqNdacTTAmw58vDtlxetvX9N777yQefGQxv3r1508qb733tox/+Gd1hvs+Dd6vh29PtedvY4MP1Uu1hvLsVY1iEUV/Ny+HNt2++/gbcTWA9wvZ4vtxON/+7f/Pf/Mmf/CB6B52wGje6lEYwZvRBRJibq+2Q+QaxVQX1ppuH0hZSEVWLrFxaPtwcWNgIRG+lt2EYXeeDw6PozdZPuWPr5hBup+MH5MYIX7bWoBkX9gOVfIpSlch6D8gACrWVEELtzKxIGLwvvTlnDAt6z8yliPOh54oAZAgJ0VrjnEprzNiaCpFxRujueFsrTy6gdU9SuCntZS3TdPNqWVDA/f95+tOYa7c0vwu71rXmdQ97eMZ3PO+Zqs45NY/d1ZPbxthGIEQUBBHBKBERkoEgISRIFCXCiYQQlpDiDyhxcAIZREBRFCduy26MB9w2nrq6urpcwxnqDO95p2fae9/TmtfKh1342/6+917Xfa/r///9pOC0KqFSAslFzOS4W62FMCa6bjXP41F1XytpmsZaWyrhgverdhj323WXc2SYAwluLVhrBNT45Xff+Oa33ry87O184JRxpoWST95+DFj94sdhur06/PQnH7x4fr24uNtPlEmXY671+vauf2IeP3ly/8HlNC6cy48//uT51fXnt4uLQH04EUAINGtFKR2nJVc+jN4ArBlpoZyvumoXUXMMviMQ7VxJ2fQ6paA7naESLrkgAg3mmkJtpCC1dJ3IOXDBPUu//s/8k9/83q9xrXIJB1HPvvguM2ugMnintFycNeve73bVT1xycXkCPjx4/BhSgDi7HCuphFSXfM6ZV1JmZ1/t7eAqSdvOo9RnDx49/dkHwzD3J6fSNBV8YWypjnVNRcwsgyCiUazVw2GPq425fwZdE2pBIFronP3Hf/CT/+LP/2dvXtzzyxwZepugIiFYASFFDIlN4YKos13cek/GkTE2gb08W/88x53Em2iXAlTy2S69aaAUCmhTWuK80iotU7vWmCwLUVHIKY/RBZoP4+Qlo1JSyjNEgJJSCj4R5ClFyMVIRYBRxFQtIuFUuxz0uqEhJGuFYACFINYMSkjvE2PMJ88lH6zlmiGiEmpyXjAWc57HBRjr9KqW/Hjbf3QYWqFcrkaqALHWar2vGUqFYRpXq5W1GQopOU/L4NwilKhQGaWIONtBcpV8YoViqbTWo7aDSY4kh77tSlxWjf7Vb37pl773xc1G7na3V1c3jJpQyrPPP5ntpJhUVDacfP3dL3z3a18uBZCKlOvtflcpQ86YFJSzI9ppnud3n9x/+uLl3kam1GG3l1KerDenp6fzPBeCP//k2c8++Lgmcrjd3dv2CrLEmghwxTfdSZHi9P6lVIQxpriane3XXSlZSU4LlOOgYyC16jbr1955u3twP0sFsmWmBS2XeWLn9yoRhFLR6lyrPNnUEMWqIUr7u5uSKzemLgshAAycdyU5BaoUEEKtVuu7z57evLht225/GIdhOF1tXn/73ac/+cmLD9/fNI2SQijuQjo7v8wggRvRbQqDTGuyM0jRXJwUJSMyximpMNzdZev/nX/j37y/Pbm/OXV2tgnHeO0qZIKARHIRbehNsw38sqbu9q6ZfQiHRsmJirOz9uWyFysDjOcEhQD8gnZKtJBCqDgOnZQkOJYTIwViLRwrhcFNhFFj2oxovT8KI0IuyGgIgTHKKKYUUqmQ4cimKIIxwW0MlZRUouEcapWc1UpKKbVGo+Q8zK1pXYqpFoV0WRZAOo5j2xrKmQsRUmCQtr28t21vXg28b4tzOTrKcd338+C0NsdDVGtNAJxzQnJtzGInLhkhZJynRpsCdbValRyPoK2co5CMUUGbVk1uEhTffPKka5id9o3uX758+bvf/9Grm9nn7FJQSnGCq6alQKfhcHZyehh2q/V6mCcu9GFeYsW26yfrjhUahKql4Mg6CoazfrNKKbHoPn3/J4hsXCxF8faTRwTodLrO+8N0uJaKSVZQif00nj88efMLj4Ck9bqfpuWRvkcYFYIN+12JJWbgnBNGTi8uzfaEbDb7FPbL8uDNB9Cufc7m/oOUIGcgpRKKiGz01lAowanRwjJyrexuL3RPBQtu7DqzkCOLmBiu2s35/sVticntx/3V3dWzV19+593t/ctv/fJ3fvv5J6OdGi0qkV3b1EKbVX9wiTKSOQYIUrbtei02XVIqlVRd8XfDqun+vX/739199vl5u3r1/LNSyhhIKsXmSCTPgg7BGaXs7OYQl9tdN05imJpS97Nnff/pfm46sbOTZ7zvTv4xg6xQYpSGmDEkyTDZkTNIS7w8vXgVl6J5LTXOMabkSUk5cSor0pIypSTGHHyoVCjOCAPrnRJS8W6ZZuC85jgvdiNkGGajdM5VUHaYJsF5iJ5zmmtqenWYDtXTrmtjKbQSO0+ZgFDS+TkhXa9PJK0Si/cL+CBFST4sCQqA9+4XbEI3E0IIhSMLkHKshCBDJgXlwjk32FEIVjgJkFwYetUyRDwMtumVYLDqZGu488t+qE27/fxq/9nz3WTTsDih2cZ0Ri1K8OCWZ7sDQk0vXqRcfaw25lTRhaxNW0oRktplWPeGVtIqbSdr2n5eXCFQKhmmianGplIJh1xIiiy4014QgkAiFS3T8vnL52Kl+00zh0VK6SZPKT3mtsZ5ygSrgy984QuBwjgO7OJMSEUqDNPY6Q5ks/gihUJSgl84oSEvkGKEUJ311knK/LJI06cKJSfKcT8OJw/PXMqQfPGBCr06u5h3h7Yxb7/x9s8//fRnP/3we6u+uf/wa9/75Z/+w++/2u3un9/bD8tFcx4yomkcoURwkNIybFsZOVIBcUydVEK2/+t//d/60d/9e70Uh/0tAFjnXuztAE17//E4W06UZHIeBs11XZwUjDh/bozd7c+61V0qK2nCMtAOjytZxYWb5mM3a7ZLh0Ig6SmXKWjOGw0hhFjz3i8Lp5WzkHOCrLT2LiDjpRQuuBACCXGL9ylWApxTRJwOQ6s0pai17hn3V7drrWPMSEgskRJEIDUXBpXWnGvVnAvGl3kuSEKKumlqybpt7HDoV+3z6XC56T66OsRSVn1bSJj8zKRUutnvdkIIRLR25pwjo0II671SppQSc6UoC2AllAkec5SK1xrXmw2QxKBSxrACLSX2bZNTmF1ttqeH3Xh7iE9vJpcxZAxjupFD12VjtA8OSW2N8Z4gshDrzc6nTEIBHBYhGNRFSTzczIZRthsE43Ohw2KRqcXH0Zfx6lqYLlfPENM83GtF5TSQAJAYImE6pWmYF9X3jPAlFs7Qzn5ZlpKJ6Jox2ne//KXTB48++/x50zdt3xQk1y+frrcnkmagzBcsOdhlahijFVJYaPLJTgZIiWWcdig5E5kwEmJEyG3bRuc5stuXL85XjVptLwi9qZ/Y2c5z6bvtQt1nL64vz7o3vvGt3WH84Pd/mOur3mwCXKkNeC1PXr/oL+/RdkUUJVpkWpNPEoW9m37vr/23n/7sZ+er/vrmxbJMCXGpJWnO0LR910jllhggSEKTD1CRcma9A8a1kLtlsSNLayEEKsZtyrySGooQkpBiU0AkAGC4zPNMfchTyq4GSbDjRUlX8+QW3m8B0HvfmGaYRsqppCqlkEs55lMzVKl+YZLy3vtEYtSEoBCCFtzd7bU0sVQkmHOOU2hXcj4cGMFGSWu9aU2qpTIIJCWSD8NQax13u359ahZ3opu7MQZkIAGFjDlhTkxQF6wSsmmaxVmGbHGBCeFDAoBaoW3bZZpJBU5FSbmkWmu93e3OzrZYYoGKpQDnHKHG6E3bZkKGcYkFC5e3Szm4UoWeC71d0tPbw5hoVaurOS1Vzll6bHZLzrx1mWYULuNuCr6w3RQ98DGRMZFPr+7mQm/mdAjkEMhSxW5JrrLDEpZYlhgjqYUS2ZoE5OrmNqTS9H1MmVAWSz4MU0iFUEG4mmx495tf//Zv/gZvmsM0E6nN5lSYZt1vPv/wI3AeEhFAIdXk/OFuV2YbDmOYFiPXdipU9kCNc8W58AsTARfL4hilFMGQYg/7HALp++35xfXNnW7MF9/90rvvfWU/+iHkxOV73/2l89ffjMiuh2E3jiD4a1989+LLX1GbU7HeFM6Z0kJyihCmKc/u//l//s8vV+sa3Xi4SyUOdkxYUODdvCslQSFaaFKRcQmcztGjUavLsyX4lFLJGULaaL0SmqeqCNVcROdzzoRQ07acc8ZRCtbrZqVNth5KiTkxpeeYdsuMQgIhSCghiJRorTjnIafoEwLJ4dghozFk7/2xS3K0ZlvvDuM8LkvTtVyKRAiRkplWr/oAwKRCIX3KoZTZudEtuRTKWb9exxgJQUZo9XGr24ZLLVWC6mvNiFI3bl5KSV1jvLdHuGpIiQlOkTd9XxEJIcG7CqnvtHdT8hMkTyAZyXMKeLI55YxRgoyxeRmNUdMyXt/ePH/5YnFWd0Y0SBRHLTMjatUxpSvKYY7jkmZbxiVMs6vkaAHOIXgkte97AqxtNouHpNqRCMvN3oNHubc5FR4TKt07G73LQugKbFwsU9r5OMwT5QhYU4rH1ldKqSI55nxTKScX50/eerOSKrVeX1yAbkH3ojvrupN0sPHVHRwWsmQaqKxmZdY3r25Nd6LltmRjTl+3uUNz5jKffU4V7u7uSimQSw0BlnG5fSlrrBAhp+v9cHb/4U8+eP/7v/u7uZLN9uznT1+9uFuwWb/11W/IzerswT0i+WGe9ssy7/ZEaxACuQBKF7tAyW3f/0f//p9eMclLWYa9EEgERcGPiGMOnFTQWqeUCiU2x7mm0ilvxITgkADnhktRigxZhIQ201hqzFLxY1wwLDb7kFIKMQohjueiECJBTYi8W1UmmeA2+EqQcx5TijlkqL9waRLKGAohOJdMKqPbQsCFMDnbrjfC6G6zkkrlnK13lWIR4tb5u1Jd241C7QhZlEptPwCq9QalDCnNs21Nu2pXrekgQwmRI6mkikYHUjPCLxQdSGvJjTm2doOUuhaCnIUQnLNIay5W8TRNLzksq5aUtA9uR4rNbmDzcmi12s9jEppRYa1/eXPNTHOYRtM2V7ejVIajSLlypa5ubozsSnFQitaacOHmxXsnpWSUKMlXq47UeqxnkYIhl8PeciWFaqdx8csUQyYMpFaIEGMUlAghSp43/drNjgNooW/v9sCo9367PZnGud+srLXTMGjTqrZ/+NqTYZqlaTjiZrNpL++D7qDWq+t9TeT26u7y/AsQC3IBic1+gspSqEw2bqmk0DFQBImqv9vdqjZyKkoEo0yyi6CYXbi7vtFbTKxULn/84U9+6y/85Xv3Hl3efz0GcnZ6n1SUp4/ObFpe29n9oFdtsz3f7fZX9v3VnE7vPQQozi2iNX6xn//k/d//u3//D33t63ZaTKNulko5o6ViBcUFJSTn6uYJiCaIPnlFWSp1n5zRYkqZh6KEkBXzOImWcU5CqlyxeTxmuwhHpAwwJy0kKTWHCACAKASfS3YpD4vzihAUteaUMmM05xxjMrr5BaS6onOhUFpLpZxZ647t6N1+/6hp5nEShDHGuKK2wILEd61t9KjJUKNuNRRCkRElDzXZab443c6HgTJSC11yiIxTRrnGeNjnAki8lLoScMvQtYqQuoyT96xpV7txktqEEKSUq66BGrAGY3DVtierVduqR48fnF2cnp+fSSOZkjBOe8YF51xIMy/BLaGEJCjmmFLIwWWgtQIlSI1cEYKkFJ+83Y9SCrdMQrBGK0JAcl5zoMhSiLWQkNM4Oqp4jmiDjz4CVKVFrrVUDwSVpgoRSxRIOOAbDx8PNzf7fTCqA8OUbEoGyZVz/nCYWtP36+07X/rKi7sbaJUUc0tFDlkwUX0kSjf9an+Y3v/s0/7t90R3RgmlQiyHJLouEIpMxeoFMi7arlXJN8HnYT+3nVCU+zADyck5IFwqnVLKhRSgX3j3qzdX88XJ5e5uIIT+4O98f7/fnZ+usx/SfP3tb3zj4uShDVU1q/XDx9isU4xS61ATY0yu9H/7j/6y4BSSb4ziirvgMyFK6BQTRDBmrZQRQuREaq1N06TFjfNcuEqIhTDEUlKlvGD0K93QGkLJJHmgkGtFxnIKhlEaSisZuiAAnXOCA5U85nTYT4gsFyhYJKO1Fu8Dl4ohWLcYLhnlMeRSKpU4LwutoLkqFRnEVbtiJfemYS4gQ1sLaDUQ8slsb/y8cBj8RAkk50+6zb3WPNSy25wmH2kCAGBGCEk9gYqQuZNt9nTUtSS7UCK0zLV4ZOTkxOSCFUmTpPVON2Y83K5XLZL85uuPfvM3vvn40cn2pNOGG6OYhhSrj45RBhShX/eC88+f3+zHg1jVL3/9K9d3oxCf5BAVVUTowzTlnCGXFOHItURGYsqEH3VFKXh3st4cE5C55mladNsdDVuma2MqlIuaQoastEJKr+9u+6YNznFSqEJGcX+3g5QZgRJDdLUScMuk28Yv6fzs8m5/+OYX37k77KVWRrUp5IPbQ6lunNfnBLi8/+DRzbOXmZKEPIVI6xKd3+/3Z+oMmSwEAavQYljs3XBYNUaZ9csXL1pz6eYsmERKkx1ub+bga9fXphfd2cXzcPfN7/7y86dXw+wYEbWITz589sFPPzw7Xf2hP/TNF/t5XF48ef0LPiMteET1Re+rYBR5mJfvfvfb/9HNq/DGk5LmY3tE6yYTZq0thYSQYipcyZxpCtF7LxlSzqYpeCSBIHDhpsGVkhZKY8opAHLeyOqzC75pmkJoIUBcYDzxnEuIlNIIqSIEgMIYMppiLKVQRpDylPLRknJUqEIuFLlROkASQlDCAQBqlUebJKPOOUmgAFjvklbXzv3e88/vOE+rJlB01imCz2/3dzbUk/7NxvCSpdSpVJf9YVlgZVBgv+ZdrP2muX///ub05OTk5OLiolQvpS6Zvv/+Z3/77/xgPxy0MUeVco5WyPLuF167ODPGVG0SE5m1MrrFeauNYQVyARgP02az/fDDz9uef/tX3+26bpgd0tpqc7ge3bAcod9GNyWnVEqBIqVOKZVCYioVoGtXLuTWGGstE8KsGhssCqCRcc6neViZ9TjPUqu74YCMdutNSiHV4kqyAV7d3tx/80GJXktagtenbc5ZNAIhM0qcc9/4zrdHt1BOx2Vuw9pO0+Wmm693LTJIFcZRNu328pLOXpvV7Iq3o2L0008+eXD/vhKq5oS0EJFXWznMec6h2Zx1NrkFZCtTjnV0QjSUnmppRHF08cM4G9Z+Mu2q6dvN5c3La6HWVHS621w+fkD7s99//+//E7/x9bnw+/ceV0IrASoQKFdt60OsUBPCV7/9ddaL4uPtR3cU+TxZqhQVXIAUqCvgkt3sQZkm2uKdayhmWpPggdGEjCghaGFQeao9k1nI/TAoxUE0MeVQg2Z825iOc+0yhCQajQSq4qRRQeDN7W0WzLRdTrXWaow+VuiMbooLNgbBOVQSU2ZcYiXTMChK59mzk83ilxZyJYxgpoZ7Su6ii8pAtx4QHCVEaqSUKngxHs66ctFRBCgIuu0OyyAlLST3DfsjX//Gb5yfnb31OpWCCZprNg1/9eqltX53u3DhtCpKIhCotZacoWDXaKMYJFtTzplSYH46HC/mp/GAAMgYkVLFmHOFGGNNuaS0LG6eFzcvkgvTKIL1KKXJCC4GpHxxIUNdvJfKaN0QQgFwHOaQkgs+1RKCK7XWCj6kpmlqrcYYpY4gLJ6i99a1bau1igmY4IUAMHQhNI2exynnDMgqIQnqg9cexQrA2GGe7t1/IKVUQqYQjFEf//znZXYgDXJ58eAhF6ZmONzsjJYvXz4/2Z6Z7Zkdx2UaG6OhZqRZCJRGMcFXq5VzvhRkVEvTEaovLh5VooReL3NUXD777PN7lw++/cu/GgDf+OK7P/vw4yWk7dk92XSsWbdn95uLy9p0C4DYbqjgi1uIwFiiFNwtvlL263/sn9y5eQgWCCWVNbpNsaSSkYnDNLZt50MCJC4GJrhSKsTkAByCg7x4h4xrrWWp4C2vNdpl3fUMOVYoOTEmvPcl2OodybE1RkpJpZqSBS0KZWrV6raBmgGAUZLSLFja9KKkQcnMeeaihDgLSREqInIuc85KKRu96VquhMuWNTJBjpAqxcT4PsTMeAS0pVpCxlyT1E93h5eHqQjlc/E5EUoLVpcWRiunpe85o56i5cIhneb5mnGvFSHEC1Y2677kCLQQStq2TTkISftVA6QwjqVGKTnnNNgFMtRUMScQXMUYpGRcVCGBUVJSnccERdkUYg6lJM55gopKZEGak3VGoJSXDFo1IcQjHAGhpBxKKaoxpZSSkaEkwAU3ADiOo2BYQmA1y1qICwapAIzO5woupd1iB+9RC1+SFlrLtlJOtXnw+HVhGl/Lfl4KESHBbKOPcZznXNOSwucvnvvdHgp27XbdbVnOreS7q5thGF576w0oiVDMtZSQSyyU0EZLxav3h9ZIyoAgJqg+5VjS+vw0En5r8daylzdT2/TnJ6e766uTy9NPXj0/fXR/N49f+NK73XpDmfnKd7538tqj5uE53XYHtxzsUoAUyJzTsiwS2WZ9/s3v/vqn1zdFSMFNsH4YJkopQQwhtLT1cySEFgKS8RxTiaQgL6bxgolGAoUQo3dOlapKQhKEot7HZbLFelWxZVJkaDlrNaU85WJLyt77QquHuDhHClKoIbgUreSVY5To0vLipEvrVbl3XzLpmPCkLDWHlDNhfNW1jCFh1JPsILJOLNWxhkPJgjEqFRXc+Tn6qe8VwcKkmEu2pfJuxaSmTNrZZh+kUkBZKBUljyXPYZ7tHcFQITCOFFj0BatgREuQxWdK6eKXSmq37YmoGRPXiikNSI4Ajka3JWSagEWfYghMNiG6RjFjGKnFzQshCECUUkj44jMlhHJcvM0UgWIhAEhyrFIyP08UoGHMB68bVQg451LOiBhC5JzH5H0IxihGscTMKEEEQZEx4aa5kw0rjjLBqGCC1JRR0oxksdasW9WuZN8Xyp3z/WYbrBvnxXStnV3CqLlMOW9Oz/7O3/o73/3OL8cYN5sTROam0XmHyPrVZl5sCG5zehrnhUudgmWmWfZ7QgihxHRtZkQoPk+2Mc0wLg/f/sLN1dVkkzssgtHvf//7r33h3XGa+nV/crb91V//1W9955vDtPv+T3/4T/xTf0yfnsicwhJuXr4UlN1/7SEwBE6ffvSxkm3fnT1+8/U/8sf/+Ac//L39tJi2D8vigqWKZn8kb6qaK1K8u7vrTRtzFpSP3m8RAxQXLCe8pEx8XUm57s1TNxeumqaDXFJKbvBnUrUEJKOQE0OgpDLGdK9vUvS5FMR5GXkjWs03G/Hld3759TfvtY1gnADB5y9ePX129emnV598elVrRRBUsGHYrQwLMc41NJqXEqxfMhVCqpaKcHc3Q9qcb8Ywu2VGxEzFarMNd69uhuHBqjHIjCBM6P3+wE8MCuVC8suyIT0V1Nq5EjgyNrVmnOfzs7NP9O12u91H1/ZtDaWUtD1Zrzedjx6wpYrKVlHCSiy/wHWVFFrT7MdFm1WtWStDSZ2mYVlmzhkilhgo5Ug5Jb5SREYZJTEGIIRSgoibzUYrCd4jqZRSIfhunLTWOc45J8QKSLmmhKJzC5JKSC21MsGjj5KyYJ1uWEnVLz7nUGtFhvtlPMPSn6wIZ+NihUKGPPmgpaoEtNbeW6WaFy+uLx6/Y5j5nb/+t374e3/wp/7UnyLI7WG3Wa3tyxfb9QkCbdqVv7X7/a5R2nmr2vbu7tD3K2lK8Vl0DeUYoVQhQoX1+UXK9fTNt2/v9tcH++V3X3sxfHh7e61MX5zb3V1/71e+szvc2ORu9ner0zUIGhZngz+9OD9K/AArpPz85Ytvf/M7jPGwxF/6tV/5C/+v/0q13eRsZQC0VETKCFec0sqRIpNixUMIrZHFhlqJp1l2RkyeLlVp44qVhJaQBTIbfUHCkANFUQXJGaDmWuLicoJoM9E6phQEBFJDTdvT5vTe+hvfeO+9d9482XYxLIJBJqlAblb3Hj65uLj3MufyyafXbhlb3TJBqRSqMTS56KrIVXCVmdgvfgkxh9j0/ThPIFEIQQjNtSSojPFQig2RLlZryZGe9NshBz96bpOgIoRMFauUaqmQ88PtwKVYdc3Ni6uLe+fy/U80KdZZzqX3VjFac2r7BiigoK46kkhNlSkKzGApxVprjDJSvfHk9S+/9875+dlmveIMQwhHIsZRcbharSAXhtQ5p4TMOXNKSc0h+lJSrbVALaUMwyClrLUKxjinMYZpGmOOqcRac625QJVacc7NEc8spWC87zrFOEPUhmcs3bY/u395cnpumm612ZSjJZqLI3CKAAJhs0/C9A8evpYSbDdnVy+uPv74YwJ1nqfD7nYcDxxp8enl02chJGNawqjq2ml2pmmBUJeyz8l0/bRYn/LsfShlct6FlFz8+WfPgFKhzXp7UithhDnnvvWNrz1+/HDxy5O33/jeb/xaArJM41/5r//av/Fv/dtXt/tKaS4VKpv2c/BpnuxiZxfdk9ffpFqjaaYQdNemWmIqjMsCJdfEKNp5OYLLM5CCZPQ+EcRGLymllBTlxflig6woKWuaBhFyTYQQShAzEYQqJjVTpFRkDJUAxRPUWFOm4eJy/eu//q2vfuWNriPW3gLaShyQCMRrXaHaR4/Ovvudrz95dGkkBj8XUsZxDiEpZQAwpFwIViBSaEq5UiqEoJQpqVJCaki11mmZCRez80fWZfQecvGLJwmgEEE4JMCKyBRXbSWQU5RaIIJSHGmhDBBLzQVLpgSMYhdnpwwIpVQyiYiEECY4Y6wQmKYBt+sNBVJzCd5SUiXnMTjvbYyRCxpjTLVst9vjb9EY45aZQK05ckoogZrLUeZxtIbnnKVSnHNEPBKHtNZN01BBgeKRkIyUhpysd5SSnGPyLkbvl5kSWJYhlUAYaTariwcPfcrr7QYlb9fN+elacoqIF/cexgRStRVZJihUz5k5O7sYx2m325VScgoXF2cPLy/OtpsSYg2FASsxMSnmaWKUeutub24oEAqIiKcn55xLzqWUWkkjhLq5ujZSBeebpun7tTK9btYE2NvvfPHZyxfvfuWr73/w87fefocg/9P/2//wf/5v/jtM9v/f3/qrBRjlAhD/6n/9N0ll82y99/1qJZv+q9/55ZfDfIh59J5QzqkadhMgEUoow1ed1lLFmKdxmZaIvPEVitJi1TPFpvHQm4bnLHLhKXu3UM4oY1LK7AMrQHLBXDVXJUNC9DUXhqOfA/gHDy6/9e2vnJ/1OU9ak6ZjkkOGxDlpGs0Ydr0mNd67XH/nW189P+0lx5qjlLLEZK0tFYQxocBiI9BfCASOoGxOGcvICUIuUqtKADiNJQ/z1K17733OlQCPLqeQ3ewY8lowFQLIUkpUUKAlF992upLU9a1AYpSqObSNUoIiqZxyozSkXELCXGkFgRSBonOuQi45Sy5KSc65GH1KqdZ8lDMFn3LOnPO27Y/seqzAKYNSrbXHqwDGRN/3gEgoDyEBQPRJKcUIm6aJUhpjTj6UUlL6haeTSwlItNYViuSUC6q0UFqg5NLIb//Sd1frNReiXfUPH95HRNNozrDrOiklIiOEMqHOLx7kUksllfBhWn74o38k2sa55fmzz9vGvHrxbNrvGdTovJ1dTgURFWerdXNxflpyjMFPw3SMPCtpQkhMKWstIURIZhp5ff1iu13HGFfr7erk/HaYidSfP3/1u7/3B3e3w7/6P/3X/uP/+M92/Sb4TIDZJQGAG/Kzz191pufIjNLAOTD+J//Vf+3+W28R3RRknOsUK6VcSpmh7obDZJdlWVZtp7UmpQKSAHCIbkje1wwANSQIacWFqLVvuyOQNflgBO+0arWBUoOPXLeZYGZsKZEIqhR/573Xz05XjBYpKGWAkBIESomPbhgGIZjWYrVWbcfXa/HWWw+RRCE457RtWyXNsiwAqFVTSvE+HuFffd8Pwx4rMMaOPCIEQiibrSeMUslv7+6EUMh4zoUhDbNP1g+7fQ4ZUcSYKyE+upBDRQBaNttuu+1zCkiI4FRJbrSsKVJCggspFUIoqXgcXM55pECCy602MUZETDmYVl/cOz85O12WxcfMpSiEWOt/QVJCKhivJXNGCdQYfHB+GAZrbYy5FDjui6XUwacYoxSmFEIzFUzlTHxI3sejzDHn7KIljITgT07WQjHZ6Nn7L37pq+uzzbjsgUbOibXWzQtUUgvhgqZgdSOooOM43u4OuutZY6iUseLd/uCdjTnl7O9uXgoEI7gRYt02lODudu+tdXY+3F4frl8l74Rg3brP+aiZrqv1dtztKCXTfHdxud4fXk3L7Wpt+nU3uiUgZe1qc37fufL50xf/5f/9v5QoVm2/7jf7w7jqT65f3EACxuj9ywc1IWaaXa4+AaXNyebP/Nk/++t/9I8uEXa7GSvr25UNnmmpmhWhmnN9c3OnGKVYlWYRYlZIehmgcCE4oegL2qyB2nHy3ispOaeSM7dMWCKtxaVcKaucEcmXHIGT05P28qyXsp5fbDabznvrkycECNbjUmO2zvlFG7bZ8tWK3rvXn110KS8+uiVawsi634TZTvtD3/SKC46UIQ0htG0bS16C9zlJLrx10zITThOpsjGUsyX4XMGHVFNZpgkraMoRiJ1mJJRzqZTinAJWRPB+SdlLKRVnkmJyS6skkkoJCq6kMAR4iDUVAkwo3TFKqdEqpbTerATnhJC2bTnnh2mMFVzwe7uYZg3IKpAQAiMYnBeUMYKtNkfcixCCM37cqRxxB5Sg915KVQmNsUjGSkwxxq5bFcjIjnhXnr0niJxTLmjTN/vp9vTi8rW33z6Mc0HSNI2382zjZt1bu0ihaEFEdMm3rRkPVDcy5nCcVEyIabF3u/3p6XZ3d1cymK5f5gNhilFVGXabnjKW/SKQMCGt9SXl4W7HhYwlGWNqrd1qNU+HEK2AyAWUZJdxv+rNy7vbs4vLXNPsw+T8m2++/Yf/8B9+9urlv/gv/cm7/fif/ef/Rd/39+9dQgI7uXuXl97O0QfCSILabLuzi/NYy7/7v/lf3by6+vSnH2gmn73aU30So08pV8K1lqRUHyzDMo7jg7aJSxxjlrnEnAlWEmPPKA22WelASQhBUqwEm1YbTnmO2+1p2o9cqAUqETIS++StB49fuxAtcX4CYFrLmGolUAvUArkAIUQpUUoiUExLHtzfvvnGQ7sk9/IupR5Ae+8Nsm3X7a33wH0pPvrKhWDCl1RSlpyTQkzXwQJS8sWFzEEwGmMijFNKbQgKyLDbd/HcLXbVrlMqolGLdcroZRi6dWNu7clm9Rm7mqepa+S276CW40OIc66SSBhw5MhocHmYJyQVEeCICB6GoZRSK9mP07y4/TBan6wru8O4G4bdYQghARCtlOKibdu+71NKUqoQ4uEw3N3tbnY767xdXEzZmOb4mCsYl4QaIbfbbQiBcz6PY4y5VGJjGl0ihORUZx8Ko2++955LRaqWc51SKSUrDq1hq23DFG2aJsaspNFanp70JyddiFZs11yKR4+fvLq6SakopaQUZ2cbpWmpvmll2zdMCMEV4xyBSq5yLEf+3HHDfPxg7Xxz/VIItum73d01gURyuHn5tFXscPdKaSzVv7p+/vHTjx699vjhvYfTbn7rtS+898Uv72/vfu3Xf5krAMxakk4zrRjBXErpN6uUfYWYsj052/6Hf+bPDMtye9hzwXLxSoCUgjE2zxNjWEo6+iYOs3XAqV7VKmvG1nQN570kp72yw8iQG6OooAkiwaQY0Zy5xdZKciw5VaZlf7Zu1rqCl4pJySsplUCupdaac2VcxhiRsJSilCLl0HWNUuLx/XsXq66VQnAKWIXix2+wAiSEAGWKPkMa9jssmR81GUdyes7Lsmw2G+c949wYhRS01iEEa20u8UitTClVAgCUEOKcE1owQVd9IwUiVMnoPI5YstaScwZQtZFSCqUZkISkICRBEY8oK0TMMXOkdvF3d3fzZHMlpZLF11gAKANkMVcupRJSS4WElJwpoqCMc14BgGJFAoTqpiWUpVScC6UUJQSUpDkjqUTnGGPee8EVInUxIuNd32SA3TDeTdPrX/giN/0w+2Vx9+7dyzlaa0uKJQcghVBIKS3LRBkJzl5enJ5sOooA3q1WK6XUPFs7L58/fXpz9fL5i6dPP//4dnczuulmd3N72F3d3Nxc35VESgRlOq0axVXbtgQhpZRSUEpprX+hvwPYrtacsRfPnwlST9adnwaKIAT/0Y9/1HXd7e3u5bNX2+7sb/2Nv/3tb38bkSCvFUP0k2SklHw4HABwd3PHCJYUWqM3m9Xm/PTf/w/+A2maULKg2Btz2O2OMun9OFQCyNk42woYSfVYgSJjLPvg58UNAyt10/WMYErJexuzS9m58TDc3NSYlNCkoveeN/ry8f1Hrz8wayUUX5aZMYzRI2LJ9YgpX61WSKFt2xhj165SKlqJrlGbddc1ilJCEBhjOabow5GGRgQqI6XkFIFSkiFxKQgh1s592zHGhnEvOE8pHadxDK5rm2PbO9eyLEvOmVEBpYSQhFa5lkJKLr4xsu9bykhj1NnJaSmFUBSKp5yPWPZKqPMREREI1lwQSLCOUhpC4JQiMtO2MVXGtVCSKx5LQcYpZ4ho3UJJTd4d1yohumE4HLOYQGgF3B3GXEmu5dhPQqxSkJKS4pxxRAROGSEECcupzi7ONlqXKJMXDx5tzu4tvvpQ+/WGclSNzsVzzhHZcJgIIWfn293d1aeffJCLh5IE5VgypNC15vb65url1d31nV+W6N1m3Q/DAQU9ef1xqNCuN9PiSsbd3fTy2c3nP/982A3Pn78YhoExtt6u2u32SPG11hvTCapSqJ98/Hl2keRyb71lpexe3a67fhzHmPMwzQ8fPKGo/vpf/VuPHz8pUAFrJdXPQ3AWauZSUCZSKpRKQVVYbAq53578M//8v2C2pygEAYBc1k3HCdZCSsWQABjXjRGNnOJEVOWqKgHeLobr6ghLDFIVjBNCpJSm1UrJTitWC4QAKUKKUkoQLHHgKzW4IebQdK0QjDJExJyzMaZCTjkoJYZhoJQFXxlVUuh21T98fA8lAVYXa711jVRYSPXRSJVjqqUsy9I0jRACGA01VwZN08zLJDljBEtMUggkJPrACB5p7C4kHyMgybX4YGMIXdcdcYBc8q5rKK1KC+dcDnG7XXNOESHVRBgBxoCKmCoT2oUSM2BrDJQKpHDE8TA456BiDFlKPVnrfEAmgNBYcqpltkvXdaUUpVSF3CiNiLXmeZmapgkpFgJciiNYUGotpaSClpIQUkwWSj1ihY5eekIZIYQgq4UmIKcXl6FU5/xqc9KvNt5HF3wh+PLqlXNOa11SDiG8884X27b96IP39/t9LYUSArl2TWutJRX+H/+3/+tf+q3fYlAPh12u5eHrr9nDoT/ZpJSMMZILY9rziwcnJ2eFECp4gfrJs09fXr0YhzuQggqpTVsAm3atTRdCstaWGPrGaGQ3L67sGJ49fbZer3NOr73x2tXV1cuXV845AEilLssCpEpOGMNpmkIIMea7q+u0+ByL0pIytgT3P/vX/5RPNfhUYnbzNI1Dzrnr18B4LAS5uhtG1pmlBLNqFm+3222yXlOukEHK4+6upJyCLzFJZNX7TWO6RucYKilM0WbbtecbbhhhxKegNAvRh+CsnSsUo3St2ftlsSMXdBpGOIZnawKSVKO6TuccGUcpJaX0eBIfAespBUKI97aUUjMcOaHe274xKXpOGSUYXWDIGeKyLDHG/XBYFksITSmlEJVS1s2I2DSNVEprnbLfnqyk5EpJSsnxFtZ0hkuGHGMKCEQr6a1NPqQQkdSSo5dcQK2MsRTiUSYxzgsQypVMKYecGOdt3xijvLelJKk4IuwPd4gASHIpi7OU81QyUHTBxpyHYSglS8W5ZBlyjD7nGIM70jlDCJTSUiDnLLV64823m25VoKaUuq5bbU8qSkIVUp4RpmU8DHeCodGSIV6cnTdN9+rVq91ul0OqMR7/SJTij370I4ns9SdPSkzDMFAmYgUhFOfCT0sO0To32sXG0K767eWZaM1rb7+5Pj9tt+ubu5vDPB2Wqd9sE5BMGBDSrZvRHg67W8GkG1IN5M3XviilDHHhgvz0gx/nGt588/WTkybMuW1P7eKGYSClHm5342EopaQIL1/dvHp27WwUAiohv/lH/hiXZnKeU0ZqNIJyxlIqIRYfS8q0MmULZEb3y1RJmcdBcVbmxVRiGGVQSS5KKIMyW19jIDUP+32qQa10EgU1N127BG8607YqJc8YUEokF0Zp7+ZacsneaF5zWq96IakQyEXhArbr7uz0RElu7Twt0/Xu7uruFvgvrtW11ohQK3HzQlIhqdh50UpACdu+rzk65xhji3UFgFJKkLoQp9kP44LAGaHeLv2qC8E573NK3tv1tkvZrdbtceoLzYVguaYAgQkSw2LHfXKzolVxhOSxpMgo1pKC8ykG7/0yz86F4zoghJRLUUrlEodhCDnVWgEKIXWeZ2MUInBO285kqEJJ5CylBBQpZwRrLDnESAWvBJBRpFBi4pwDRaFkSqnV5miJfvTkUaF1tvb8/Pz09PT84v7rb7y1WP/Z5y8W620MjKC3y35/xxjrTPfeO1969PDJfhgRWSmAhN3d3cUY3TIRKNH5YT8KJkS3akznXcyh9KYhJWslkALlaLqm1lpK2u12lUDOVRkNlPmQXr26/vTTz+Z5zgDterU6OVmdbTmnq1W/u707O13XHEK0p+fbaZn7zZpKmhMoxiHETJJsRE4BUqjR5eDv7u6GaX705ElKiSBUiIDkwcPHXbcplaSQo4s1l5QSpQQZWfyCkgdEaDTVOhMMKdeY8rKE4YDJ01r6xrBKSMyG8OR89MG0WrbKU682Rq0bprlRCmupkK21AKwUpFTkXEKIUGqj2xRyo9tSimBIWQESTcN9tt2qJQSEEFLKSkA3xvlwbCsIIUrOR9mglrKGIikKRiGl3kgthVQ8V8Kl8DHotslQm3Y9L8HZQlKtuSDUeRqO3qHju+a4jN2qZUikEOuTbbvqkKM2qulUhGiM6tdrIUTJMM9WSo21/KKGgVBI+cVzkmB8mqZjOYgxVms9wu1NowmpptG1FmN0Kfk44o+CjWEYaq2UMUJIzvm4ZQgpzosjXKRSc8jHt0jGWM4xpTCMe6j5j/7xP3xyth2G/WrdnZyc3N7eLs7qs/OvfPXr2rQulWcvrva73TQOw7DXRpWSOJfr1enZ2YObuz3lLEHpVn0lZRgOjx8/fPn8xUcffHD/3sMwLM4lZ2NJSSGjOXFSWsUEJaRENx0E513TllQpYa1uMdfT1ebBa6/VGEvwP/nRP3r/w48/+PCjEN2zlx+fXPRXN59u1mLVMsGglPL/+0u/zWQjlYKSwM3FjpSVXD2UqDiZDlfODcjI5uQk5th2ehj356cbpdm9hw8SZOC0FloiRhdL9pxVRhNlRWruShpCCsiA69Vmywh2jG+MElD7ztSUIRTiCybomxVgZZonlj3L7eWaKh5j7JTRTJFClGq8hZLEMuVp70nmkGhYarQQbCwxx2BjWBASkNT2rW6UUNJaO1lLuTzuq5ZxgpghZa2aEILWuhbCGSMA4+6QnYt24YymlGbvYgWUfAne5+JCGibLUIz72c8OgcQQhJKI2HU9RaCC9utWClFSRCRd13HOC+RUcyWlVOpCRd4CU0KtxiVjBcxQOZdQkVOGFSTjpRQpZYzxvxcm2hBcSRFraYzKMR01s4UAFaxt27u7u+kwaKmONhtCiODUR09IZUgF5zF5gJJrpZQio4igtOQM+0ZfnG2+/a2vzcuw3q7uPbgHWBjHeZ4g59Xp+de+9d3Tew+7fjtN4e72EFyM3jJKOeNUNciUatrJeWD09rDfHfYux1Ry0zXI2L0HD0uB3/qLf+nP/7k//+LZy8PdDgG8newyYMl3Nzddt9LaUCCYK2SABIKyZR6rs2+++eZ2vbp/73K73d5/cAmY94ebVpNnn33w3tuv15QoYSnVDz/6dHVy4m0QiiEXbhqXcYjJd11Xa6UICEkZef7gvGIFAkfdA2fStM3i/GI9ANmse0ZJTjGV6II/2q0iY0WpBcDmPFsPACQmcG5lNK81+0ALaGSslBpDCnEcx/04JA60Eapv276fpsXOjjPJmYw5U5TLnK9vlk8+vfn4o1e3N9M0+uALY6zUut6umWTKSK7o6nTNJMtQCSHJh5xz2/ZaKsm5ZIxBPUqHlnmcpoERlBRlrfdPT8Ni26ZnQiaoQnDGGONynJcY6vXVLVQ8Aq5N0xzdhm6ejFGcUyFE35tVZwQDgAQkU0pyTbVWxiVnKsYcYnE2USbR5rr4FDNhUpZSlVJGmRwiJQhQjuYMKaXgTDAalllUqD4iIcMwMiUJxWkcjVA5lnGcvYuIiLWUkk3TGGM4QUhRcc4kB6yVItN88XPNqYRlutv/xve+oyWkvDBOTasLi0DDq6undh5ge96f3d+eXzarLeWt4KtpcuMw15oB6zQslMlusxFGozIJGZE6E/L01Ys5BQdZto1L+W/8jd8ZD/PPfvoBcJpIhVo5QSyVFgg+T/uFc6G1IQyGYfj5B++HZSac1pq1kYxBjV4JYZdpverPupZ6/+D03ryfT7qzce9cjDFD8rnOAAkBKORCUgHGCtK7u7uSYr9qYvLIiPWuFq5kW4Fx0RKUWjemkTkuNXpBmUu1UsGprJksuUJr9MkaGkkkR2QkF5aqLMQeRlqg0UYI7FutOLZK0lratkUtlpoKJanUkoFztfiweFcRxnm6vl1evXR/86//8Oc/393upgKYIceSqKA2WKr44mcqaihW9lr3JjqnJMcKpRTrHSHFLyOkYJSoWHWjtJZzWGqtD05PdAYWanVVcpVzLiWl7Md5Mk1rrfMxBcygxWittRErKzEhyQh13a2XaTk5XXNWGklp9gwLkopAlNB2WVL0AEUIXmv21iEhROsmxFgLOTq3Yszr9fYoQkFCCCHTMCcfai6rZiU470wjuJRGx5isdVLyoy7LmFZrnVNijEkpx3GsBErKpNSUA6VUaDNM8zK7k5OT4BaS09e/8tbXvvrucLjTWp6enQlljDGcU4744unn6TDIs3uXr72tV+ft+t7Tlzc317vb290wziFkrlub66u7u9HaVGB1cupCdCn7FPfDoVuvQPBSyle+9OVnnz9d9X3TaErJqutJKuNhLzn3NihpUsjLYp1Nz168+PFPfvT5559ByYubV5uV9940al5GANis+nHYJ+shZcykbzcvXrwkQLXWbdOPoy0h+GnhgNtuI5ikyEmpUKrWWmlJKYWKpZSUagzh5uo6h3r85lIKiEApBUCoSClnXPqYXS5TjY6UXEsKkaTCclZAtsYE572dFaWSEMw1htCaJpWcKWk2qyV42RjVdUCIFCrGnHMOIUGRP/jB+++///yTz66tLT4koXTKJR0xUIx2q1ZKLiU/bsX6vqeUWmuDs1hLdlZD7RDc3Q21s6mZztMa4I2T9VunJ9w7CIkheu/btgVScs5d00Pm2ZNl9j6keXG1Eq2aGCMlKJTKORJCm6YRgvVrfXqy2m46RjGleBTXHDOD0ft5nI6ZAkZJQUhK8gq5VpznOYTAc44+QC05ABOEU0IJ1doQQr0LuSSutfOxlKK1nuY5pTjbpJRJPkhOCVYXLABYa/uuycFb7wVHo411KTkXJ79pmuSXr375HU4JIpVSLt7niuebi7uwr7WudLO7Ppxt7q0vv/AEVh/FH6zOZ0jzRz//VK5O1/fa0ZX+7Awmn2t1zm02m1orKSSH/OLFyy995UsApJHqf/Kv/Mvf+ea3Hj1+IDjmGJdxsG7u1h1SEoM/DDvVSEDCGDs52Upl9uOQc2761asXnyijnQ3TYdJNmwumXKkQWmobi1D8xz/9sWAIOZne6EZnd0exQkjO+r7tFaN3wUopa4aagSFLEIAQwYkd959+8LOVbjhhhNBMEIXMUDBBjjmUXEuWnA+HIQuKWrplMaQSAEFZz0QdRm1MSgktEEq8DRuuUqjtph9IKoxRwyPGksE0TfQuWV8rjIN7/nwcp9j2m3F2h9mLw1xJOT9fEyBKqGkaGGUxxk2/ej5/pihb5rnYqJuWarXEYmPpcyoEgPIci6qRU7xc9aeUnUMWtbC+KTFhAecXoVjKOQcy3E45kBIpSYQWTCF777WRueYcA3JWZh9jSDloLaUWqWRWyGazKQA5JkEFUEaNygGWwY/zxDiWnDxDBjkzIZAzyjEE1/WNYMhZWaaZEdIoXWI5UveEUqFUIXVOAQhRjckVCMulgCaCMuLCgoiUEaWUD4kAIZQVgvNsoRKjTM2xQG6N/sbXvxL83LQspaQKwcp2t/tWtamWYENFe/P0s/7k8vTisv/lX/n9Wl5++sFs5599+GF3fq/ZXiDnVBKt++vh5Xa93d3uN+u1XXwK0dvlk5/+eL19rZLw5XffKjmSHEiJWoumPQGEDPX07AwIWeyMHA/Dvmmad7/0nuQMKZ3nebPdVEK7bkWRSam9yze7fa4l+aCk2Q27Zy+fXVycSykZ56mmeX8TxztSM6RMUlkmCxWPil21abxPhNCYAqnUCH794jnDLQIlgCFmIsRx+5igAMOUkyJAGHW5RIE+eUyFmTYuVpO1BICcoZZeKe69ZjI4xxKNPpjLnikZOSaSj8JiRihD4VyYR/f0sxfDMBJCd/thGOcHj08ARQWaUkGkWsqYgTN2O9xuT9bz81tEbJputhNLiQmjCblsTMvwnZOLebKKi9PWyFLLvOfjiLWikAlLrVBKrYRKZSptxvml1Ga/P9jZnUCrlEwpUWoIF1CSW0KG2rR6kO7Raw+hpsrAdIZQ5JwClOBtSgVydYvLseSYGGcgOXEh51KcIzEnF0K/xhDcqmuvxsEolgtSSnMiMdbZz2vex1QAMoEKtcQSY60uZcUk5FQT4QwJIRx/saGGShAZRW5dzBVqTc5O60792q//Stc1t1d3q37ddV0F5me/DBM5Z6LbCN1mzOPN59kPZ5cPhene+9o3+76/efX53e7V9c2L5uyiAPT96vpuiiE7G2qtrWkO+/16vdZKPf34oxS484VSOg2HftU457ACIZQqlgBFszb9inKMJQupGcEHDx4c4+qmaV5+9n4IYbPZSCGUUoTU3/vB77/2+ptc6spoCOHVqxeE0QyVS5FSaBp1GBOSIhnfrk6HISWE2bq2b1KqpSTdqGWfg7NPP/20xsAauizL6T052YSUQYxG6lCRIK85lxSFkoST4WrfcdqbZsrB8O5mGFrFJWfL4hhUiVhSxYqMsf2yNN09FLwyFEogI6RUwfUYneANZ+Gwn5wLWmtn51evXp2cGfXowtnUNnK3nwgkilxJ0/f9cr0vSEqtKSctVSoVYm6FfLJSh+BZDBsCBgkZRw0EMjQcfI7j7IVp5mVp+yZTAKZe3e1BCeuXuoy3u5vLtM4Bu7NVrTUFzwXLkLWW1ZPVutvf3WndxRKYWMcS82K11oJxQYgNC6TCKGXIWQ3R2VnoDZWMMBjnab/fTzVTikDyo4en17ul6TYhFg+Qc4ylTtYhYVArYoFah2mhggohjdY1JEZJLhBi5JzuDvuaQTBeSkrFVuDHkKWSa8nyO+98YdjfaCUEpYwQo9t9mNpuZWOiBQGQ1vzw7NyHePvsmTSrpum++N67StCcPQAkH6jEmEkuRCnz4sWLnPMbb7wxz+Pt9RWjkcvm9cf3xsku03yxfcA5lVKO47xYH0sWlPuYai5C693VVbuh+/2+VbLWPBx2jaBKKW3kzasrzkW7Okkp/fSnP/0f/Yv/MiCJqQgtnj59prYPtNabzZpTUms8DHdYsparmOtkXYiFVhJyagRhTKVUpNGCic+efkIFn+eZUAi5BB8JRe+9pKzWmmKsOeVaIoE7t7SKo+AhRimZS2VtjIRAKyhGaS1do+k0S06h1tV66wqkUiutMXohpOBqt7sthdze3N5c7+3sjDA5xr5p3eJqBsFNDAVaut1u52VfMjkcDkapGYkyMiNJMQukWqpcaHCOcroVLAWHhYhQOWAtJSVHtKqkUEELKabVseR5sKRnhfPr8cDWXaylaZrbm5v19tFwGIVmqpPAKKU01UwoIBbVCILVtLrQCkik1LXk4AMlrJQihHAI82xx1bfH7tuyuFIBkCqjKwBlREk+T4fGyGHcHyWgk3UoRKwwTTMBjLlc3U6I0ChtlAjONq2uJZFUDBM5JsFVTsWHWKDmWvq+NcaUkudp+PKX3t2sV/MyCYlCshjccDgQQvSqq4wxjtEuGvVyZzGK0+4U4jzsnme3nGy23/zad1+791ZcUpg9Z9qFQgj90Y9+RAiZ5kEIFr1jSKC4Wtx0uE1+ahS9vblGAm6xm/Xa+6i1brXpm5YhvTg/b7R5+823Hr3xuuTifLthUMfhoJRa9f26662147y8ur463qhfXFwss7u+uTNNC0jK0co7zQzp4heXIlFcmqZSVilLOcecUkkpZykoofhrv/mHEmTZqkygAlBKj6vsWivnnFbQUplVZ0uqkrHOJI4VIKdUfczeY0plXlrKYgw3N9cCCSmZckRJMyWJkpizi0EwXmuVmgNN4zyklOZ5rqXUDCURDoJmnnwpBayblzgvcaSaCCN8CZzTnDOVNJQYAFwM2YVGUFmLH3bgpo2hPQJGLyWvnI7JRpKZQEqK6doCdX2yJZzfeGtZtTXd7nfT4jbrbU4lhYCMMc5LSqrrmOC5JILFNPLkfCMUjzlVQo5GbNGYYwYtpOhiGuYFvffHqD+hWAkcGzZtZxhD762UnHHUgiMlnNMKEKGElBHZ0Ve9Wmmttbeu5qIlZ0goJb0xKUa7LIwx3bSEIteqEhJynOdBUDxd9195951pf9todXF6llLSWhNSkWOGXGlxcWGSUUoFFRT4dBhphV7LaKfjBj+EIClXQt/dHvaHaT+MNzc3bWu8XbRS43TIJSApr55/LFmF5KZxt+2b6DwlJMZICDlCU7xzjTKc8k4bv9g4LSXEaXegOUOKRoqcI+f8cHdgyLXWbd/Eku/u7q5ud6UiouBUMMYYxZxSjDHlypQgnMVahBCvXl25GLyLpZJaay6AiLpRf/yf/hNUCoKMMC6lZogMaYyxFAjOQimLtZUzW8qcc0IolDCCxXqeKo/FIIcQtp3plISUYnAZwsGOvJWRVNHobtWHlHPO1i8FstIil8gZ1BKkIM6O3i5QMyXIGDZ9yxhVRuaa2tYQAoSiaKRPkVAspYQQGUfnFqi54axTLNulRMcFmZaD7ATTnGmectBKTMOOU+ZcYFzanDOXwLiQ5u56v78d5nGhyI9twhjjMh28dxVr0xndKGVkLGlzusk5U0oB0S9LKQURnQ/OBUCOAGgXX4FwJqbFWReAkFxrKYlzirUs44C0AhTrZoKVUu5j8N5TyglQZwOUmnNmBGsu3rnovODcSKm4iCGM8xwrzHZhkpYUSI1Yw2nfbhqzbpt12x3Ny4Qz2arNSc9IONs2qhG+xiIBNcs1taajhT3/9Pnt3dVhvFIrJNRN81Bifnl1/fzV1d/7e/9gnueu0VKJvm+nac9pNYq+evFZLXPbciNQCRaDU0q5xWqtg0/r1YoCKSn7xdp5oVA5F6SCAJKc642WgkmBSIAi/v7v/eDJG29QwRlBpcyL6/29h29ARiONlJxz7l1kTFoXD/Py4uYlVbje9JDzyfpESs2Qkkoh15wTVfSf/5f+hy9vrogQIWZCSHAeSsk5W2tXXU9IJYzP3kUkiSEIFksuKdNYcAkyQcuY4ZxYp6BwrFyQzIhYGdoZvekJo9aFgtTGcBS6A9RaE9LMRa5kETIj8ynP87KrkFIK3nsACM4TKAQKVzzWkko8ihelaCrFjHBUZkPKJcfKqa+5SjKHuSAhjFKC0VlIUQlaa92N02RTIWKxNUWSloKZQoaUCmNiHEdKKedcNUYpUTFLzQrJQvH9fs8EJ4huWRAIqUAqkorHGjZDQoUQwzSZdb9Zb4RmR+8mYyyXGGKUyoyLlUZorWcfSq1S6kqKz4lTQimtlSilai5KqeRd2zSHYcg5I9Jcoe/Xu2mPpGguWSU5Vk7Ke++8de9sm4Ptus650PSdC5ELeX17c3Z25nPigiGVnMsYs+lXyScfstKd88M0Ljd3P3n82lu6WdHNyfCzZxT597//D1MOyzJLeVFrGYZhmsa+M689fmjnuVltbq5fmGbDRaOkfvbi1ZM33xqWhRKgBFMIpAInUFKK3vtgi12whOAtRcIYElIpkB/+3g/e+frXKCXLMhsgP/vg521/IqVOIXq31KprqtnXWokQolu1ucwxBq0UQxoLIIMcy93NLQB0q26z3XIpmWTWWhSm7/vdYQdIKcFxHI3gi3caCGgFOdE2w+BZwQLIfH54cfZ8PhAsgmFZFga11kIYeMyy1T4nIzoiqtZ6nudSsmCcc9qvzJe//hYB2vWNNuz8YnV6ulVaMEGN5rEEShWyuiyBU2JDCCG0pqExU+TzPEtFjdEBSqm5kmq961SDQkgKo5sgQ/Cp5MwEaxq9BFuYtCHfjnNRDSKTEvb7IYVECKsZGEEAcuwUIqMFMhU0L2ndbyrW9aYntMYYdduEYUkhA6GMCSBxOCxMauNTZkyUUnKJje5SjP2mowRyzqUAEMIYm6YpZWSMx5piSqXUpmnyslBCvIub7YpV6pzTnCUfMlSgNPtEubLeaiErTdZaVuu267D4B/cvPn/66RtPHjVNU2u21pZacyGp4MFmIZvN+jL4EubMmaiVVkG1Oqd+5ta4Zcx1fvbyYC7WZVp245iB/Hd/+3ckY0ryi9MTby0jBGq1dr569XwZl9aoRgttVMr19u5Ga1lKKiV7bwkV3jopOCmVMiA1c6Q2x1ZyyVmr2q5vEcEYFZNXjHaNIrWKrvn0s+cxFEYF57xTikFVSr36fOyaNvpw2N0xZvwcG6X9Ynmno8uQS7K5W7Wt0ZeXlz7YYXf3+PUnd3vrwoKcUWTZB6VUCE4pxSnYnKeabY6i5JgqMqIArfOcwHrVs3EyQDglmUCoBQWnkh+c1XlVQvHeM8q16uziX3tt/egRNKa13hFMbSedn6SUMWYhRK3ZcJVSQUogBwTCC6xNP/sXoiJhlCspGAnOzzlSxVuttJSjc4oZ7/x2tXUhllQIstHHXunKSKD0ehgIlz5WauRhvFUc52XJacOZ4Fz4YqXpckiLm4EioWlzsmaMAoV5nprOIKPex1SBSJYjCaX6XGOtuFh7TAwarUipNWdGSPShlLJqO600AP5jr7NzS4w+xiganXImlJZSW2OCDSEEzmTwCTnrVj1SWqBaa2uO0zQywvpubW0Z53mzWd1/cH55//z83nnO2YZYKi0FhsNyfnFvvT0/u3yUE8mxmv4sF0a42A2HydpcULWdbjebk0ebs8eVmsmFkONf/29++9WrZ+dnm7def4KkEkLOz88vLi5icK1RjNbPPv1wnvb73XXX6hztdt3FsDRGTcMOIVNCSkqcYcqBGcM57bvGLXOtdZgnADjs75DUm+uXjRHzMgKjh2m+vro9gv21ll1jjovrGGPJOVh3e329v9sty/L44SOpJdYKpUCph7vDpx9/Hmy9f3nva1/+EmVkGAZtjG4bzilBACSVgFIqxphKHWPMlBbGKsNUMiLFWDA4TYkstUXKCtScCKWc80qwUhRGBRcZUMyVU0wpScW5IN1a+jxSHs2K2jSEYjMJUrJpGoJ3pRSG3A5LeyxlU46IpUCBOs4TExyQMCnavvMhLj4QikQwoMf1PAgqcqrAuFmv94vLUr6yy+f7/RgSch1rMW3HpUAuYszOBW+DYHI6jIRRqZUyijCUkpeScojHulStRLaNEIIgdTZUIKXAOFis+I+bTxZKaY1SkhslSIUYs7XeSEMIlVIeFeuEEORYas0IhRKgyJksGSjltVYm+P5wCCnNwTVNxzkXnJ2s+pzzsjgpBOfi3XffqaSutu317RWTogIyKpDK0+05VBorlEp2tzvI1O6XxZdxGrkSNQejOUEUfc/WG6Lbttl88vNPP3z/p3/tr/9lKck87QWnrTZQwE5hPIz37z9MwUc/Cwat4fN4dxhug59inGJyMVnGQUhWISstdvtrxRlAzjnP87zerE7PTwnFI/rBuqlvlUaaXCiURETrHUNYbXpKieIYh/2xTJ9DbLVplSzBhxA2J1vg6L0HUppGCdX8D/65f+HP/7n/y//hP/k/PXv+uZSMUqqU2u/vfHQ+BB8jlyzkBAAFgEkJSvJGAxdUKmMMx8Jy6imlztFYwmKFZMuyeJ8E1yGnSohSqtWm5EwRhCRCA1d1mu+0YdJwaxdE7JseKy7z3Bhdc8rJu2VQSjCo0zAAYqXM5xJz0a2uWHfLZHNExrTWbdOlWLhWNgVtOu8jpVwZDUhBKNDtUOjT/bwPFYwpHDPUUJONaRjnXElORCklOddSISJh9DBPQslUs1ISkaSUGWOplugCZ5IhLTEvkw027e8O7IhOtrlSAudnJ5u+U4JxxlMIWirJk7W2ZKKkiQJ9nCpDydk4zMa0MUXF2OK9ZGweJ0TUWqKQ4zw3TVMS5JxLzshoSrVt+1Q8IfUrX/lq2yjBaGd0TIkQIlVDclpvTkIhnW6WySplci3ImG5NIpHWqoXa7wbdysMwFSpTFWf67NWz5xTLzz96n0LWjQ7Ok4qKq6bpxsHWVH10l5eXfdeWWlfrNsWl1CAYSVhDsEdEVwiVUsI5K6RSQqjghMDdbldJ6PpeCnU4jFfXtw/uX5xse6E46ubDp88YYznnCvny4hyhcEqQVoI1hFBiGiYrVcM5abermnIsWXHhY/74k8+urm//9J/+3/mQRHNGGE013e5vheJcinH2QvDZWQqVcRYXlzg/TJPNFVPQhMWcGWJZpt4ILmUdD1rIWgghJMXCClBCkVEXEy1Za5myr4TmULTh/bapBaZx6FtTa625EADOeUlRaYFIKFVudlCIavRA5wKVUFFJ9tEVqFSyUHOOjgm+LEsilRbWdJ2zIaaYlkNBEgvZ3zqxXj+92X3yah90X4QgTBQ/cyDL7MfZMSZrrfMw80SbdVtTRcq7Ve+mkTKc5/mY0wVCYvK81+FuIpkwxqKLyafoInarNkNWnMcYlWCrtknBS8EIYEol52qtjz4dDuM0jDHmnFPOiXM+z3OoOdRMCIkhARAAmNySa2GcL7PjUlUCKCnTPOfsfZSiee3+E8MlK7Bp23XbLvN4cnp2cn5xenZPrTZCNTTytWxLSaKRY57n6qecXu0On32+v7lxH73/9OrZ1bOfP/XjaBi9ev70L/5//t8c62bdnZ+dPLh3aeelZHz98Zs/f//jGPInH38mOLu9vorBc0Hm5XCy7Up1BAultUJMyW223TFdWSHXHJhgqeS7w/7Tz5+6GLgUWuvnz57WHAipx9TlcJh01zLJoaZGS2F0CC5GLwSDQpqmPdn2ppF6pUBgqZULVQje7PYRimh0rblpmqZpcs6I2Pc959xFxwRnSnLOlFKVQAJSKauUZkJk0xJkpZTsvanY2tSFYiiXUg7DoHUDhbZ6hYyCYJmhK6GSwgRjWshWuWCtG8dp17fG2wVKzTEh0OidkKzWTBBzKcA4MOpzOgLHqZBmta4cQw2yMVKpSqBAIZR17SqltB8OQJEJSkWtxLWaGSUGm17tbMzSBuJSPYwDQxpcyIG8erYLPpVS59k2xhyRrEdolTS6aXTbmeMkzzl3q95bG0ue7BJLlUbnnL0PaEzLqHAxCiGUUiklijjuD5TSmEqshAltvTPGNE3DEChBN1ks2QiOFY6tmGNNlxDCqEAmhFAFyDCOhLNf+DmgpGhznN774pNOiXXX7vaHENPJ6XnIaQn+sEzDMGghOUFKUBvFJfatFhwbKbbrzfn55b0Hr52dPXhw/8l6fSKEenV9/f77P3v+2ce/9t1vrhujGOmadrVaTdP0/vvvP3nttWTDm2+9Pgz7pldMkK4xOYSTxw8JIZCTXebONCUnkmNMbr1eE6BQSHBBST3P8zAMFEitJIa83w0Fate3nDMtzUcffdJ0a9U0XIqua3bX13d3dzm5WiIijocBMszzcnnvAdRaCAzDEFNerdf/4Hf/IUBRWpYc3bQwII3WzjkAVFwxykmtpZScc4qZUl4BM2V75zLHkAqUwgr0gH2IfBy5j9N+EEzNiyeIidSYs27b4xU7YE2QQnCkVCFEiuVse5KCJxVrLgyRI8WK3sWUa85VatO2LQFWSpVauOCY5gWTDV4Z4/xSsVKOBbJQanfYU0pJhWmapFEoqGp1geyTn4O7HSfTb2TTAsWmb0tKWmgjW4ricJil1E3TjMNkjCGkCsGQI2OYa6mECK0QCeN0HieBgjGOlAefciI3uz0gY27xWjcRciGkZESgWKESMrnoci1ULCERzgBryK5vGxc8EpZDlJIRIXPOpVYuBeRyZMAoqZ0LBXC2liBwytzsV10b3bjp8L0vnAd3k8s5EfLlMBNwQuuNEITUV88++2D3o8N+eXV7h4Jvzy8ePny82Z5st+daGuSVUMHYKaFMdedz9Lfj+Ac//kd/4jd+4+G9k//q5x+98cW3rJ2ZVlyQy/OzsCw5hN3drQ1jIJe14iPWQoH56ubm5ubi/mOYPSKjJDKRp8NV36+adlVCbkR7KDebfqVlTN7td4PS7fsfffq1r32VMVj1q5jwx3/w/vUuv3X2mksBGKQj5Y6SnT1I2aeUxnGQqxOpOyAIJXZ9w6j40R/87D/9c/9H7xZV2TTZexeXefHOTkKsvPe5QswpVWiVsPOiqGp0M+z391TDNzCMr1rFMNd8WNbtKUcATv1+ZIwSIpiUTlAQEGqer65OLs601hmCEEwL7b2Hir1eHXZ7hryUishyjjbY1empd44gUMZDCMnXGIjgLTMu9nIiS4jJKEEJkUpPfuZUElJDdJwyJXRI83rdzctSeCVAFeWVZK45yjrHIYKerRdKK0Q8DuFpqQVub3ZtdyoYOZ6muUbKgBGOAn31jLFQAiK2SkMBArKWAkCddYf9vDjPcs774eAS11Ta4I8vhh7QpbyEnCkHwYw2MSXGeS6FU2ak4khDCEARBMsEUs7WOiUFUjbPs0uJcU4FV1yUnBjKmLw2/NGjs7PTZtu0PkSuuxgj1Pz3//bf/v4P/1EIoTdNazqt2pPTy48//MD+7u8yJk42J4K3Tbt6/a13Hrz25ntf+lqzPQEEv7v94T/8Oz/88Q+++d4TTtl7X/yim8aTrqkxrFft3e0rUux6LU4vWq1MCFGK5urF1TiH1UkEgGWeY0y7270yEkooaUkpunFkUoUQ5mVUSj37/ObRo0e5xFxKhvrlr33t+vbOrC6W2T77/JXaPhmXebMWSik7zTWXXDylMDsbizg5eePF3U4qA4KSkBCIt95Zu9vf9o2Jdlx13dWrV+99lTRa2ZSd89vN6TAviDBNk+bCLy5br7jczfMQo6Yw20XE3HYqTVZRYe2skM0+glC5YKZkDHaZbc83Wsp5nPpTPc+ToCyFmHPlVCih/X9vMDzWQ2II1vqmM8dhyIRys8+lAJKYwrhM99RqGT2lQGvSpgucLN51jS4+HOZJauXcAhQAGUEac+GcUwJKUgXcprher1MqNSdEzCkfSRycb6dp4apJPhFRtVHeOUKqc64CBYoxeYm85hJdgoreuZryNOyHYZ9CZMhIxSq0qFgIo74kodXkPOXsbpxmomwiwXvOuXeBcyko45SVmE769RidaZqbmxsULFEyBN+pNtaKQsYcSamVFgBQxuQSjcZ333nPmHaxoQAm6/7iX/4rn3zy88dPXv/iV76CVJyfXb71xtvvvfNl7+OPf/bTT58+K6XkkG+u9vvR/uSnH/zOf/f9zcl/873f+LVv/NK3CK//yX/6v9/Z3V/5m3/19QcPTlebvu9fu/fg6tnT+6fbp59+2LQ8Q7692a/WvcEOC0Mqttt+nkdSYdwfdLtxzikj53EM0VcMLo0UQqpOKDbeLbnA9vTEucXo1i0j5ywTRk5Ob3/yUije923fGgaZFhjvbqrdlxBm74mQNtXBLaozslU1JySMElpJvru+QVKcm7CkApmrnkt1GCfVnkkpj8+1tWYpZQgBauYoCCGEYkIARpUSmD1hdF4cRNus2904mM3GxpyxeIBpmRSe1wyYa992jNQjoEVKTql0zjVNE3MJMdLjlVmqSIhpdYwBEY+dPeCpkhIWyygnwvjKUHMkTBP0pVqg9GRtBSve5+VASSJYc60MaApRcYlQBUDPxWGJjep2ziGVSuplGRUny7JM02KtX687ay1KZHDchyXKGSMInCMSrTUjWELmjBQfMXktKOSYw6I5Mp98KUUYFkuc5kGqe5NduGp9TASJDylVWgjJAC5WpQUgLM6pUqd55FLM00gQAACQ5gRzCIxJQgjk7N0CKZ+enuQSsRa32IePHoSUUorXV7u/8Nu//cu/+mtf+9pXQsrf+80/+ujNt02znsfl6sV1zrlw+fitt8/Ozrbb093N+NGHHx8O8/3XiXPut//qX3n66ukv/dov/eQPfv/exclHn3726sXzVre/+Su/sttPd7thPJnX602zUkwqTqtWba1EcPPhJ5++9c57u91+e3JORcu4xIpay+urZzbY1bq9G+365GwZ72Y7Eazr9RoRrV1++Pz3vvPdr51fniyxhsm+vLkNKcbkoGQlJJZCclAcfCW5FkUVFc3irOy6jAmRxwQ//uEf/M7v/N3/5b/3v2haqSSzh8M0jvfvvUEAjW6GaWKMe++PM4qTerLZuMmCy4RUwqgrCQSLcaaUcqYFVy5OYfaN6WohKQbWtIQy1XYh5uYofyMGoCquEGqMUQiTU5knB0CO280Qc2UEKOEoyTEEQ0nJqKXxsKyaTaq7EqFydCUqxnwlDmCX4Onnz5vt2i3j22dr56ykVDMaUuQUg/dKt3MIG9N8PtyQXBhhMWdbcoyhlsoE3+12Md4DQARAwJwzBZZixEy1MRWYDxYRQHCkJHrPGU05JEd+YZqGwggBRJinARmmUna73ebs0SFFH0MpdXGJKhFzXJxvmtb6ICh2SpGSSynZuVBiYtR6S4nQWh3miZUaFrtuGymUEdwNExe01HR2vnrnnS9cvfh02B9+/uzp//hf+ZOHcf7i2299+ctftRU54KsXLz/44KOfvv8hpXyal7/3D/7+R59+hkz86q/85j/7z/5z33vyhbvbWzcvq+2m0vw7f+1vPNqc/FP/9J/4/d//wU9+8tO7efwbf/cfXm7PnlzcQ7mpcSqlzpN78vqDdtWtVisulTncNqsGqBCi2R0GrtPjJ6+9vHpZatJapxQIqcnHcbY1F8illkIJdqv2d3/4/Yf3L52ffBGqkj/4yY+Bk65vvJ2bk86Ogw0H0QRvR4qEJEBOYilP3nzio2OU7A/L+vTst/7iXzLG1LhM9oCpGN6l0UMAQohum2WcGRWIuFqtsre73U4xiYxY5zOhgZOFVCY4LnmZFqmlEMomZ6iYfez7Phg1YB5nW1OUyhDGcqphWHTLleRKymVaOFVCtsuy+FAJIabZHMaFMZ5yIYV4n41R+7tDdfDBDz5k1+M6IgfBmRyWWbeaEhFT/vD6+gaqvztkP28vT0+7rjiPjDaS2dlRSlOIPRcbVbeNuYXKKgXKYpiF4oaLEOZlcSkkrIQxHkJoTFNiUkpJ3qQQAIlqTQp+WWbDNWVsHGeqtfNpjvFuWXjfMkoqpyQV0jbt3c3NesXvuzOmjVGNEAIxIf3/8/TfX99d530eeO++T/22p7e3d+BFBwiCJESKEkWJFiXaliy3OF6x5cmKnXEyszKexInleNbYyfJ4acZ9WS6SXKjeRUnsFEmQAIgOvMDb29Ofbztt9z0/PE7O33DWOXvf9+dzXczYlhLMGHMx4hg5xRwIQ0AweBMjp7OuddqIJEWEGOcopdZaQbB1ZpCXMRiG2ZULFxgKmxurdrQwWlzYn4w/+pEXSfBHezsWaH9tcwj4iceunr94UWurlHrmmadXNrb2x5N5rd96//1f/pXf+Cv/1V+9+NjVS48+cufm+/+3//6//ROf+KEz6ydWF8oXPvTkL/3abz64v9+2rQt+Us83VkZXLmzSNH/32vvT8cHC0qKLIc2K1bXNXrnkAh4ujCJGPug8lzvbhwsLSyGEtu4Y1yhAURSzZjooe5RSyemde7c/+QMvEgo5SaVMtnf3rI/z+bxIS6uVbuaDlcy1s9n0iBORJKn2WAeHOct6ZaeVC2E8nr793rtScsnoZKwww956F+LxStxHn2WZUqquaym5VSpLRPSxVd0wLerp1FIkeoXf7yilhApjrBAsTfN63gSKGcC8qkivf1TNUzNQ1sggtNZ5mRCA4KHrtHfEGb9/cN9YD8g1XaeUQwgdHhxprZ0ObVvP5hNnbDNuYNI9sXbiTD7MZKFN2xsWITgHJjKuEZkqrSNGns4tIKdWBbHBaqWzrFBtBEDe2oJTBuCUCghp5yEGnsngvTWuazWjom1UWjKESF3X+VKfGmSU4pzHgJwy1tvjvVVnjPVBKzer2hCxdrHTlpKAg/a685yywTBxyuGIDw6PTKcoJgR88L4scs65alSeZshqjMC2bd7PZ13DM2mVE4wlWaqVSylvdSNTqVWTy0SKxNg2z6RR9aDMBIbTW5v37t7tFSvDvvbdlCIcIjTaH1x/e/HkBdTZbGUUrY/Gb62tiqw8efLk3e39uw8eiiz783/pv/y//PRPP/f0Ux+8+z525LlHn8VYLS9yHcu//ld+6ktf/dYXv/Hy9d1b9+flDKsWt7LHn3708XOnN48O9g/HR7fv3f3SF/9IpIOlpY2nn36acKZ1c/3GB3laDMoeQZRSzrBoqnYxExQTgqCaVunCIOv1x9VEubC2urT/cOfG9VtCpIwxhCMngTNwtja66mXy4LB10IBMNELpoNRGI4TW1hanR01w1pguWAc4AmGIp0AoYtQFbxxEEmKMxwlMSmlVVXle8kS44DDyltDWeY+h1arHBIoQEfEh5ElqcLTOeQkqhHE7X+n3fQxYMJERYzqCwPrQtW46sx9cu//KK+8q7TvTRIRVZ6VMu67jTBrlpJSqrQACpww72jgs8t7k/vZKLzmqDtMi117TJIsxMiK0ChjTnfvjzYsnaGxNNUHehxBkms5mlRCC+CAZSgKb6SiliBh3XdtPUyREV3dt1aJRbo2XqQAIENExgwMQOn5TpeRGaWstRRjxxFOCgu5apzofgdG2bmkkgyKLMaAAhJDZdOoiCgHqeRc9IoCOJTN5mpm2kRQZpQvBOtWG6Ou29hGrTlOgIQBlJJVJiB5j3LYtwTFhhBDEGVpbWlxZGO3cu/PWq68iyoZr60UisjSdTGd37u9MJ1U1bUmStkZXddvVXSLzrBwkg4Xe0trJzZNvvXkNIfS3/5efefLxq8MsXV9fP9zdYcSunCpkkqDCf/8Lz/X6w6+9/Nr+tH7z2rXx0XB3Z/vm++8/fvnc8889/dhjjz3x3HNW6elcP9je/+KXviCzNM+zlbXVCxcugygg742Q1MaORiNmZ97HxYXRZDburS6/9tprP/SpT+R5ThCOMe7uHiysXWiaZtQvipQ4M8UkZRzPj9pmXpUJPhpPLcUQcfSgjTnYnv+nX/wFGiPGqGtrLpkDXNe17KPOaBExQUhy0cVovWWMIYQYY4AxE8RWXUKYwcESZBHygCLB3oPAGFMcgyeENN4ZQB0KOEu1taoz1rlWmUxSKZida0w4JTZJe1qTybRN89I5R3HqLeGUG+0YySGQhEttWudCSokHpowhhGCM+71erTpM5Hg2iYCs8cb4Ik9txDagiKhIsohbhJB2FlPKOYWm3Vpbu/7me5gPA0SAAABd0wVvplPdtkprzXCBApJpAj5G53GaulZRJjDGwdkYo3NOd1oiGUPAQJzxECJgoEVWjlnTKIsoQhF74wGRfq/EgDjBOEaMsbEqhKB0TQFiCISgGL33rlekh9UMKEuzRHX2GFUewQvGGEapSLy3geK6qQspy1QmjN7a2/3ON/9489TpK49f5Rw31bSezyhBh7u7v/gLv2RCWDu5tbi4eGbrLO+TbLSSUCER+/4Xv//JJ577zqde/bt/9++88cZr0avnH7v6239wXVKIxF+8eO78mRMDnj998ZFzZy59/jd+ZzKt5+PGVW1f5ksLa7fvHoyPpusrfSpYluZXHz3z+NXLB0eT27dv33jv/UE6XFzZmBwc9kdrjCPKcNd0hOGyP7h1/26v6QBwkqQQcVU1B/s6OMaoXFpaNqqy2jdzq7pRNGZ//3A2tZ5MeLEkqCQepMhs56kNL335KzkjnlDToeMKUCJKhJCU8riJ0LZtCIEwTinlONUdAAo+IC44wagxTReJgiB7hcPAJDOdQi4mWWKio5zTjCuB96azFWXWROacYxkLGEzwQI6L/eg4B3LcnOE8dd5FAE45RswbHDx0TTsc9FTbgOkk51rrVErkwLuAgSoTiuFynO9GDokUxrv9qtZx02EsKXMqzqsqKQY+BkQRIShL+cJw4A3pwIUYZCJQF7KkF6BSSh9L9nAqUcBOaZ5kUVvvPU2xbrsYrZTSOscp66raa6/rVtWN1abo59QF75wDYIQy6xxmjDFufCSEMSlQq723yug8TRhmEE2WZRkjtmspJtVszhmtnNPGxoCN0YSx4CNlGGMeg++VGYrGdEE17dbmJqdkf3fnE5/4vuc/9jHRH/7xN1/ynb5/f+eNdz/oOn/xwtXLV6+unFjHlOnarK1vlQtLaW+RZkXXqe0HD8GHn/wzf/rf/8K/Ra4l1CUlcU3btfo73/722RNrz3/khV/59d9qtdsajOqj2dqJE08/8eS1N988mrnX37px/vRq8N2gn6JqnhVlDIwSdubExumtE4Kie7duWsaK/mKIiAlC82TnbhMRKco+53xjbX3YW7h1+2FR8r2j2nnCeWraJmFmZ2end7LvbRF9rFrfmpgC0Z2mgSZUmsZioM1s/vDuHSno/uHEQtCdRoh452b1rNUqwbhTVjKiTHDOKaVIDEWRt6rx2mCagHU4Ro0RZEk17nIuSQxSMo9s23W0l8zbJizIw6Y2GNsIxrsUJzFGbR3GLAIkmdQGyVTkvXz/cDIYDquqAUQIIQCOMuyscj4kKQvBYYBESIxRmiZ2f99iMNZGSgkW2ngiOFjXGMUpoYge1LNMUgwGI0wT2nSdTNOqqUSaWgT9TO61DabRBi1YHgniXBjX1VXbtmqwkEFEzoUQA80JgBdZVk/maZlizNq2JfCfM0NdVSOEDo+OuKDGGIoYdRBbo8ss4QnHjLZGA6WdVsfwTe2szKQPHoBkReacbTrdExLFwDm3KLZNnVA+bU0umbYGRcBYRG8IwqbRRc4R4Tg4a23T1qfPnb5w4QKkxbUbd968dn3v3t771272+qNHrj559ZFHe6PR9vaOC/CRFz4h0h7PenNtth/ePJrOp5P5zu7DhX7/M5/+5Gvf/eqTj51rx3uLw1Ndq0cLg0qNBwvFT/7E57778hu7d7frhdHe4aEQgmeDmw8OQlxO9mZFf2nEpe46ipsyK7I8n0yqsuxrpfs9SYsRIXhetxEjKrjs9UgiEKc7OzsnNra2H+5F4Bbxl157Z2Vts55Vawsb06OdvNctr5wqy/Le7Xvz2monImaD4cLtu/e1tjxJd/cOfvZnf/bsmZO3bn3QORUS4QNIzBnJjKOE0WMeDwDOEjltVZ7nzqiqqpigNoQYI+aMIexNtIxqAkl0yIUQCFDkolVW56P+VDCRUD+rJ02jjpNGjGMWrLeEk7aeOxcXFntlL+kPMqWbopSHh4dpxvvDnvOG8Tjoj+pazQ6nGDjnvNUK8QFiGBGcJj0Tou5sURTtzk5tW9nra61Bx4PJ/MzJDfAoOBMJFpQjHBElCMfoXJkkPEybTpOEe+ucCR3CMYaqaqxxSul0IEUmQ7S26QjCyLk8z411jCMhErCxmle+89qHqtNV2xHKqZS0bhvMKBWoaVvCdc+lhDMkeF6W3nvjIha8rpWgkKaCEMIZJd4HH3TXjRYXZ03ljI+EJQlnjIRArdXOGQKAMXbOGu3r2vRzoaybzuZMCKXU/Vt3f/GXf+ed92+LKJ999mNLq6vrGxtlv3jl1ZdPnrvwwz/ymXndbR8emoPJ9sHkcNYSkVy6dOXjP/Di/dvXE6ag3Xv2yUed2jq1uf7w4U6SJJtbW8nyglZ7j199NAb6T//1v9am/eo3vl7kQ+eCsSgg7jEHIja3VoLRnHPd1L0icUaD93nRJ72+CyFiBICTop8WZa10rz+8f/9uUfSsQRHYvLPvfXATUDnoDb1Rew/vn1hdl2myvT++9/Dw5r2DS1eeVgEFTABwW7Wesg/eef97L3331MYK8lZSXAOIRHplcAwu+BhjCBC8h0BcdBThtm2LLDFKAQBjTGmNCXHIW4AmusVUJIj5tsUETAxJmRuOD9rmiNqp8iyRAWMg1DmnVIQQ0lSCCZhikRBt7OraaPvhjnG+aWd5wU+eWl9bX1xcHAUXAdCD+7vvdG3oUIiOc+q9B4wAx0632kOe9xvVOW8pJa1Wzrmy6E2bToUoMAuYQIxlwpRSMfqmrlk+HKQJA59g3CjFyiwg7H2knFVVE2M0xoQA3bwVBWOcQ4DgHUaEYQIQvPfgI8bY48CZbDvdNqbpVEol9eDrtsGkSFLBeIjRSylRkhBCYkCC4apT/SJVqos+tHVjMEiMI+A0yY8mU4/wYLA4bRpMMcHgnRGcR+dbpXuLCxGTWdNImdXO/cFXvrl9bvnU2kC36rd+5wv3bz5YHS4/cfWZxaXV3uKi8eaNd988f+Xc+fNXu9a8f+MmiKQYLk3q6anzFy898miRF97qS5fPnVrvn17u7d6/cfnCxbaqhkXv/PnzLgY/mTetTor+mSuXPvO5H/v8b/3q3Xt3+kVXJr3bEfKErm30PJb7B82gyLRyhFKrTZLmMuN1XeVD1DWaidQY0zZtmvTSrHTOb2/vjobLBPOHe7PB1tq0bvNkUJb55OiuMSogjFj63jvv/tIv/eZzz3xfo+K4PSr6S2meMUKxif/y//OPz65s6NmkpGxmHQ6IcBQAjjc4UspjNVrXzgmjACxNU2M0psQ5RxnFgFCAEEMkGOVJDFpXGmutOOaFnM1mUCZ8VGT9PAULoa1bYyPUnSoGw6Rk1hsuhA+eMn44PlxYGA5HPWt99IGSePrU5sbmYn/Q01ozKq21d27Kg8ksE4m1NgTnnGmdZ4n0zhmnAiVZloRphSihglWtYYRWrev1REA4It80FaNYB88Yi94R61fK3M0bJJLgg5TZfD7lwVRNo63RlhtjGCWYMSAA1uBE+MYigtqmycvebD4RXDbTqbU4emQNcJIGhymmhHMKCB93cKWUGOOu6whh0Qfn4PgkzijlhFKAGFyM0ViDgAiZRs4fHuz7AEmS1FVdyMw550LI81wZjQFRLj2KCIn33r/DgpkdHZ1aX86y4uyZM5ubZ65cvqwt2t7f1cE+9ugVTHm/7N25dffk1olK6/2jw+c/9MzW6bPaeUJjXVUZo0mSXHn08fs3b7773u1HL18os2I+nZWj3nR21B+UB5PJYFh8/OPP39u+SSFe/+BBx6vp/uHe/nZjJ3VdL5eD6M3yYk9yvrQwRMrobp71l0xVFQub1geK8byaU5JYg8ti4WB/euLUWeVQr7/Q7w2r2byXb1TVfN7MnQt5Pvza11/5+X/3C8tLm5ceeWJWqVzkTEiquwcP7n31K99865XXr57eSlPOMcIAHJGubT1470iwqprVQx4xgsFgMJ/PMcXeewTkuNxijcl5xnxE1rfa4DR1nY+xy7KscobFmOd5FR0Qon2Ydo1mcTarnPGCZy74qraUAedEJmwyrvKCG203t5bn81qb9upjl06cXFlc6qcZb1sIHglJ19ZWprsVpYSgSAnxELz3OFjAyBjtQVKEKSDnASMSMNRaT5r2xNJAqSnHEJSJDgvBQqRtq3syK4UQqDEhYEaquguAuBTW+rpu17ZGxw37rq4pJ4wwWyuWyWZa5YOync0IIcEH1em2hq61wUYCzBugqZSU4rZTDHGl7HQ6mc/n6cKibVWepi1GbYA0y51RRllCCUFglOaEK2M1xt567YMQSfQgiRAEc8ojEojgGKPSnVOtYFwm5cP9ukynwftMpqfPnF/d3LA+4NCiGC5fOOlDwAjqppsdTi9fvGhQLCBeOH/BY6ymB1im+3tjIQTNSj93LO2NVrbeeevNJ54cZCzOp3uE+qOdB6fOnOkDirbBMv71v/gTRz/6I//mF37tS1/9dtO2bua++KVvvP/u+0uj4bDMy4JvrC4nPBn2e5vry5mC5RML4LyzLssLP28jWFMHklJKkvWN0yFCpeNbr72ZyyRE46KeTKfLq+svv/zOy698c+ew3jzVazorqEjT3v7+YcRa5PIPfvf31pZWlXXE4Fp3iBCEEAaIFDEuqOuRAL2inFZd0yhKaWstIziGgAlQQqwPKugQYtCqaZXmNFBMBbddV/Z7nVE+epxRQIgn0rvOgcWtca0GD9p6KRkiIWIXgi0HMkDTG/DTZ9fmkzkjfmN9tLY6IDRkKRZJ0jZ268Tq7KjmAs8nh9nyGeRcQmXCwmE9FUUmUokYc0pjG6N1gVGRSG/t7uFRu74YMUEEpVmiqoZz2VUq5yUwsVgWt3Z3MMLaWow5T2TXTYRgdV23rSIN7aWZlBJxYqqOJzJ0jjHmrUeIJImY7s8ZE1q3s0lttEORJ0lKj82dIWLOUwBHKcMYW2V9sEWWz70x2kRrelnRhdoGX3VtnudVo5hITN0o51kirdWccoI8gsAIBYK1szYGxrkgxLswm7eUoJ3DubEqy9Irj1197Kln2qp2yniHPrh198at24eHB/fubzea9heWimF/6/Sp06dPC5n2lxdApmunTiZpouu6rmpkXDZYzhdWA0ksmNbG1HgXPMaoqcbI44XBgjEkOP8//N//xsUrl3/3C1/Z3t6mEO7ff1i35p2u2VpffrAz6WeFZHRp2Dt9/gKI5Y18IRFyfHAAASBgj4CwhIlCJvk7739w6uyla+9/zQeQUm5urk8O7kxms++89NVK1wTJJB8FxJyLBeUS48efeV5k5dLS0q1331s6vxWiNiHSJGnnDcsyGywEl1KMEWrrueQpIKqtoQSCDZQgozQmUcoUXOQYC4QEYSYgQ9FMqwXKjDGIIPAeEa6j7yDMjeK9ggCqpy0ARogEH7tgszR10ZpOpZmQEoXgX/i+J+q6XltfKAaSIMc4oIAQdoT6sieynOuWONMZS3PGmtkkK3IsuPUI4cipEAx85A4zpUzKWK3VvDMpJkZrGi3GxDskZBp9tLrtpWJpOJgfzrjoBcxb1eZpVjfT6aT2PqZCBuuMtgyAp4kzJoB33nGWYw1t3ZRFAYY6Wx1DDDCTRjlqOitl6nGoVDPIkrZttfKcee999Bqc6SUpYaRuKsSxNr5FhGHRBiMCeI8olxhjICgEi8CTaDklne2yJN0/PKyM75eLXDCErXd6XNcs6/3xa2/tzac7B3UvL269f9N0CgA3Rilnrjz2eJIOME9kno1Go55MlNWn1tcMQU1VQUDewuxo3nVdUg4//aN/6vb192x9OJsdLqyvR3S0/fBoYbjkteFCBjCjRSHL3qd/8IUzp9ZuXr/1xqvfu7+zd+9gzNN8d2rmbT2RLmPMOVrpW5Xmj3ty+solzmVAziKjja6NwoxaH7Oih1j6+tvX894S5zJN5MHR3vde+7bMudMIA02zPpZ5Pa/HVXX+8qWiv7x/sDdv5gQ500wRBRdxayOTIoCXhHkL3huEbZIy46FThlLuvMcImU6HEAgQ75wkAkNsrJcxtixU1KWUHs6aJGVpKso8nVKscZw7WxuvW1UU+eFk2rYdyxImJEKk6yJGhDPhXMA4rG0NAUCIBRdDCIZjEqPHBDjHhNuFld6Zsyfe3f8eZZAkwkwrkeWOQdV2gnLsI2LUhMYDJYSIGFVX54LPtBn0ExYdjlTrjmIEhHhvAgIEbJClYtq21hrAgSCtHOeJFEXb2K7rFgZ9hHAIMUZPUwGhIxFDtCJJ9WysdeeM9z7OqnkAnKZ502pqlG1bBTxNpLRWY5wyTI71I1prggBQoIR672vVeowNwiYixITxHlMyr6vBoEcAxWCLNJGCEUJa7abTseRcSFY3LROJ5DRGHDCuGkMJ+e7r17a3x9iFXppvbW5euvzIM+fPpYNyd2+vmqmqri9fvtLv9xLGCUEHO9v5cNgfDqfzqWDZ6Qvnmum81aYYDPPhSCz05KT40jdefvapR21TN62vZ/O87M+qWiapNt1gmD/26PlRT55eH127ceedWw/3xvO20trZ2TyMjZ7Nqs3NTY+ur584WS6OmJQBYZ4ldV3fvHsrKXraR8p5iLC9f7Bx4uLC0tJ777316msvRexmjaFMOBuMs5PZlFJadfVoeSkQPJlV9+/f4wynCe90630klFPsA0G6qVHgNlggyDnrPOJJWldtjDE4dwykiN4lWWbmHWJMpplXzdx3QxQ8w0SIsswxjtoZxDKQovLOEwpUTKtqNm+UcSUiPoBMJEIIAfLeSc6V6RCOWZlprWMMggvdqiLNGqW4FGkZutYPFkuWEBct4lhmqa6qedtQzhBC1hnnnI/ReZPmeVVpgpC25uDo6ERvVWvLGcnyQmkrOHUkRBcEwQmjAkB7LziOEYGzKMLOzt6JUwuMYmsUIxIxThh2SmnfUkq8cd7AMZFE62CMa9v2+IrFmKA4BhQBAoKIY0CEoBAdwRKhmKapITDptI3WgsOca2tlKrTpCERnbZkkQUiIEQDSNMc4amUpjYwJzOR8PgcCskiNM010TVvlXFrjk5R3Oh40bcrZzv27d4+Oro9n6w93rjxylVPWVHplafXm3Xv3v3b73q1bo+Hw0qOPfPKHPrVz5+6te/d39vbL3nBhef3Rx5/YP9zrjYYEe0/QGcqXNk9/8M5bGc0j1TZgxpOiN3iwvZP38rKXbp1YLTNalPLkyZPXrt/dPzzQyhgVo49gfbCmrsbf/tbXDJinP/RCaxwnElBQuj178RKm6XBJvvL66zZaLsjdezd+//d+PSLvggFCrTeL/VEMmjGLSbj46NXlzaW6NQ+379+/fev8yuIxq6efF5ODPSMQFowSrrSlOZ13bc/ZiJjuOusdxcTHKDh33oQYrLXGO0KICwAEI6Cy4GTiMYkoQlPXsidbZzpcKgATKaZcMjab1+PJrLecW2WSoocBYnAyoZwSFClm1DswNmBAVLBAY6M943mnNWUiyX3Zz5bXRgDIxkAoRApplnVKiTTpDAIcrVMe0boZR4wTLpCZd6oyelFiGoI3TlljCUV11XIuGSGDLEOmSxIRQ2g6naRp2xwa1VECbVOJoqRRHHfRYowxIEKFt5CkbN6NRcInR4013vsIAKnknbaUEAYAzrloIcnIcbf7eNOtVKcNstYgRLX1kSLKhDFGMOmMEYIDxBAdIQIAowiMiRAsQsjbqK2WInUAna4BkbZTiUwYS0ynmMfes/ncaO6V9W1dX/v2q+5brzr/y0UmMsqsboyJJ7eWPv7ix1bXV1544fnvvvTSq2+8Xo4Gvf5gYbH39DOPNdpyyRBCjIs+p2tbp3DwFx956uGdm/3RytF4vrK0NK9rRkW/6IfgGMEnT6ye2lq/dWPvxOrqO+9fiwjP5vpgd7/MBwkXzpuqnT68c0Nwdvnq45RgxuiN27d+8Icu703Gj1x99L1f/u2llaXJfP8bX/2KUZWOOoBLRBp9JBQRHLtmvry6+sJHP4RlkvaTzc3VAK6qqow6WSTj8WGa59PZAQNpWjXob1SNRoRQxqvWUJlG62SaMM9jjIAQ5xxjBDi6GEynSHBNsE0ExmiWJUZ3jDHjHOLCIQKEJGk2bo2kwANuOjOZzlc3h8YYmWaAASEwtiOERADvI+dScu6c54lsmg6FGBEilFnvhgv9heUFNm8IoyJLcfA4Y2mWIUcKIdm06ffLqVI6+hCjslp403SmsTpPpa6mYB1jLEtSiBhjqp0jMZ7Z2ry2PQ5ep1xijPM8n8ymxlnGOSGEEKKUIgzJhEfsg4uCpfV0LpicV43qzGQync/q47AbIEqND0rbKAghFGMcAWPEEWDBafA6kXltHaOiV4hxU7vgMKXGWobBeoctllIqpRhGmIvZbDYsep3RBEiWFW2njFaplPOmTRH3JtSuY4ypxgSHqsbwxf765vKjj1y4f+/O7du3EZFVVUVQvWHy+CNXnn766dFocOLEqV/51V96cH/7scceW95YK0aDKx/6UFt3BweTpdWTQgguKFAUlQMXEBUbJ87u3b95uD/OsgIHInnqDToaH6WSWG2CDavDISJiOCgPjg5v3Lwj6AJDSdO0586cLnsFYdi14+rwQZEmaxubhAteSNzgSNiXv/7N4eLqe++9Z12lQsU51yZqGyRlum0P9/brWfvpH3mGJowIoAgEow4M5aTf7+tgDITOdmmaVm3LKOuMjjiz1lrvuEwbZbI8d95D9BZCiA5CSBPpIaaCEsmZ0Qzx2GnvOwqIUUY4nfp5iFEI0c7rAChNck7cwf7hZFJtnV9XxnKBvQ8cE2saSjFlpFFdVg5ciEp1nPOmqxEhlCOZ8Vnt8qLn57Oua8G7yWwaDGIBdNXkeY4Bg0iHg8GDus3zLCjDk1y3jRD5bH6wX02H5TJQWmZZVzfj6USmeUAxOFcUQzioTNsFjh0HrXySYu1dZ12nDVeCZQgRLNPEqppnzGtnlWKIIuOjQxGoR1j7EMAD5Ywyqr1DlHiCAsSIyLFznhHczGcQQ13Nc1kQmXRV1Sv6le60CUIKbDw4H8ErZZNEEISNsUXe085jjH2A/1NNAwHl4ligHDGnWmlCOQYsZTY5GPug+mVy7tTW+ZMbgAlhNISwtLgwLHr9fj/v93/rN3790cuP/cinftAZ+8jZc6Lfs+NpOlg8c3HdVsq0hmJwnQNMIUROOZbycDazEVMm5rNZkfdMZwSV08PDsmDIBat8iLbMSplko4Wl+Xz+4N52v0jffePVxx+/urK23F9cDFZPJ4c7h3fzoocx7i8sPtwdjyc1ke3Ozo5xmhIUQqCMUUKD8yxNjDELw+HVq1c1AkJB13Fn+0GRlNpZ7UOktBj2d3e3kzSVgmtt01Sozh7/74wxgImPwTtDKTVdyxgTjNV1XZSls1Z3KuVsXE2XI9XBNZ3JBdeqkT0xOU4sKYVlCiFa5IuiHB/N66laWu5575yxATyj+BgGihACAO8tpgRTjHAoi7xpjHE0Aq7adu9gvL2zf6rXKwcl7M+t0i7a/Xo/F4URMJ3Mg4fBwsITFy7wJDW6m+8/xN1GL+P54kJtjEeQ5FkIodOtzPI0zztniizllETJAePISNvOAcW66lTnhoSFEEJ0TmuMcTWdFv2+MxYwtd4ixDyYo9k8IDDGOR+pjzSQyKQwHjsg1jsPMYIFCIzShEuRFfuzSptZkaYzFbAnjBHnnMTER4cxSZIkRk8oSYWQQjR1rY1FlHDMQvBpUZjW2eADJ8boFPGAESaxV+aDXP65P/tXv/rFL1577+3N1YVnn3ns9KmNGJykqWpNQuV4Mvvg7Wsfe/5F03Z793c+9fGPY8TBxDu371Jx5BFnLPMU0UysnT09ORonSQIyweBWNrdUNW20oYyFELQyVmnTub3ZZGE4cg4BIdqRsj9MS5sl6XK/3L3/MEcnQ1fZruyaNh1kqlH37ty9fO6S6hxhybVrdxDNutZH4C5Eyah2XYxeMM4pU616+ulnXvzYx733Ojjl7Vf/6Kt/7a/9tT6gqmkdRkfV7Gg27Q8G+5NJmkqKSVvXRbbFKWaM2YADEGVNL03btk7zzGqDEOKcu+gop16ZeV2VSW6V9gR7ilpnKMcRR5kl+6rFKFqjPEWMImPMbNrqNurKZwVBgmAUAYKzYJGnjB0rkI6Jv4Sg4C2mYTKbhiBVF/Z2J5NxvcIkW6LKWD1vsjIjCDttEE8J4LruxurhuFZJkQJypRQFF63HLB/0l72bjcFo731alG2nQ7AiLRJBlxeH211kjGhnenlhVNXNLEFMdzrJhRAMYxxRyMoiRs8z4VRsJzYS3nZaKaO0ITTDEWPGMMLYeOdj4JwbY47Vw1prY0wIYTqdRh+jD23dEYwhxKZpQggRAefce2+tBQDOubF2Op0hjAkhTPC6abKyaNvWBq990N6xRNpgATlGoa4Oz55aO7O19NP/1Z979qlHvvhHX36wc7+u51laUCHu3H34la9+MyJ+5dGnWuPH84ox9vM///Pfeelbk6Px9oOHb7z++t2bN9pqYrtuOBw2syrJMpmmAbzDmBfl5pkzoiiOZnPjLOU8QEySxHTuYH9cDAYOSIyoqTsUkBSCIrww6l++cuHChTNZKgmg0WB0dDT+3svfy7Ii6LC2svyNr7+UyGJv/3A+r1OZaqshxl5Req04pS98+MOf/exns375cHv7K1/5yj/4+//bX/vp/5oxxriUaT7XliZJmhVKKS5YpxRCxAd37M7EgKSU/1mUUtdJkhy71o6rToQQZTTnXKb5TCmS5oExS1BaFojTztvIUaS4NRoRzDklhISI6krfeP/O0e6MgWzbNskz7yKljCcpItz7aK3nUnbaoAghuuOvr1aunetr7932DqUy1Z1iCJdJhl1glCZJwhibN7UUKQqkbdVkMplMJu998MEbb7/3zge3rt/drlttnWuaSnJ2DCLJEonB9/Kkl0vdVRBijHE2r62H6bxtao0xDtEda40hIAwIYdK2tTUa/R8k4GMFYvRACTedolpbIYQ11uom4TQVcjqpZQlJknBORYAYaTPrAkGIBCEEcTpGQBGcc5RgAEAEe+8pJYAQECx5qr324FFAAQJQhhCmlESIIqE0It9Wg4Q+ev7E0iBBzH7msx8jqf5X/+pXzl38jpDFzvYBBEwR/9Ir7xULw/sP7rWzQxrth59+euvSmd3pgYqGcLp2YvVgf/fE2bOccxUCxthBiBARZ4PVVV3NQCYLmxs4eFVViGEEFBE8a9peZ4hgBMe2HhtF80QCprLs6a4eDPoPt/eite++9W7k5ayqtNa6bpqp/trXvnEwnne69UFr0wyKXlVNg3NFno96/c997nPDhaVT587ykqfLw+c+9MKf+ZN/7va77//vf/vvdrNx3RqU4IiJcR5TDAAhxizN284ao5VSkdJjKZy1OoJghFBCOLCAnNZa6y6RhTFWMGYxdgmLlpvgEEIsT2uAo671DNsYrFYh2iQRSruD3XE97tpZ219PW9UkacKFCAi8D0WBj8bQNk4mCYPQVvPOeqeRUfH6+/f29yYZyxhLJJNKH3HnZHIsBY/Wx15vcGCrhKJpXfOMa9MIlpimsQwePtjdPL9V7bejNDNtkxS9ed1IJjFhkvLodJHJidE6RiJzb9tp1USCrbeEZd5bIVOIwamOMpCYN10nMVFaTQ4OXacZopww6yFPCyoYB99AiILxRKCDvf3TpzaSPEcYR4zmbYt4jhgFwAghpRRBOBFCzWvJKMYMoRhjtMHH4OQxLbnWQAmXQikls1RrBN5RTObNxDGcUDQQTFC8ubKQ8bA/3Vlezn7qJz7LRfLbX3hFW6g6sBFSTNKDavL661Lg1WH+Qz/8A49dvnjyzMY7H1xbWF4/e+7U3bt3FoajIiHY64RywEGphnKmjam1LrPMWjsoCwRhtrfdTn0IIRsuHN27d/3OrdNnznBKEYoMoxCCyHOMYXRyY7Z7wPJSyv6td+5Mm/3HHnusaapBb/jum29Ox0eMy8lsZk0lKK7rWYSQyXJUDn7405+GiJXR07pqJ9pFcDEwxlfXtz7z2R//xz/7Dy+Ozjjk2kYdO2BjhCzPIkIyFQhFwogNMfoQEPR6Pa1V23W9ojefzwXnMTrBuFIqIyQEmBmlUaisSrGwWusa6SJtXGhD5GkSKWZYKN0xxqeT+uYHdwcjiYu8P5LGO68i5zyGsH/QUcYZIbrtAkYIUQI82PDwzt5br78fPLbWEcwRZYgSRumsmiLBgaWOQ2tsZ3QgjBCCIAgmOeEsAa31tJ7XTSfTDOMAiLRtTSnFDNdN67EbjUYP6t2UCWv9rG4HZWKMAcDG2K7rer2imk+LLKdSmraFGGOMdV1r7VGEajZLhDQmIiDOeMwpJhA5Yt20wcEvDkqKQwhh52DsEE96A1mWMkuTIkWMxhgZpdE6DNEbjYJHwRMEGIP3PiLQxqZlQdh/1t42szpYEExGr5dHg2g8sn46NufPnF1ZGiYJXh6WZcKQNR97/kM//ulPLPZyDLC8WK6d2OSJPHli8/SJ9R//7KeefuwSR3p2uI297mf89rV3oKs3FnLUTsDUSM1RV/nZRE8mxLiezGzn8+GKDQR42ltZH22eRFkOWXH2ymXKYX//HqJouLiUDwY8S7QxQHB1NNs5nB5Udm+uSVq+e+P6+sbq3t69GNx/+A+/OJkeRtB1cyR4GA3TpcXBIBsMe6OPfPjFq5cfz/N8d3/vzffe29k/CIClSLWyddMtrm8trmzESOpZlSQZxYQinGdpq9Wsrox3x4RDxigAUHzczCbRx+h9UfQo4c5YThnGQDiTeWFC1DjKPFPKeBcQTSwSnmcasc54Z0PTdJQLQISJZO/g8OGD/fmsm89bFzwhSLU1xiAS7pEJviuLBCHUNq6Zuv3t9s3vXZ9NlZSZdW46a2atEkVRGZUOe6JfWEYNJogyylin2wiOEMI59z7EiLjkjeqQ4K31ngpPmcNgsa+NQkJoD5gwzLBWtVF6UJQYUDNrJodjAlzQpG1V0SsAewiWJzxiEglxgLSzxtn/cy4bQnA+Umes7jrCU0qxoNQ7m2Zy2nVFrz/fvdcEVldTykjbGUCEUIRiJDFKwXMpMMaN6qSU8/k8FVJZo6zxNbgYMEG67ZIkDR4EI3VjiKSLvYwhCESXvSLtFbP5fDbbT9PUO9dL5J//U5/d2tj897/2262NEHRTHQneK8pyddCf7O/qrirS7NzJk9sPHjx8sPtjf+IzzeTQONfV1cLqVuts1h8Zaxjlru5iDCADFxlQ0EqL3miRiv2HD0xb9xaG+7s7+4dHJzZPdl1HKc77/aPJ2DhQnvaHi7v7k6zXE0lGOVPa3n/44A/+4A8Wl9cq3aJo0oQHrbvOXH3s6fXVrWGvf//+/aX11ZV+f2l5eXVroywSrWF5YXiTCoGFzHuT+Xi0sHhw7wZ4cMab4I9t1sdsWucNRIcR4pzP5kd5lqZSQkCzqmKM9Pt93bV5niMfdg73M5GQomztPB0MvPczFFosFY5YJsaFNMs8ijFGpU3T6npm4E1PCricn26xDS4Oyh7G4KIjhFCCm6oNniKc1bPmte++e/fOvjXIBEe5SAcDUQ4m0/tIJECJg+jTxFGmIUaMesO+9U5ZgzEQjCnG1iuD4PbOwSMnNutqQpPcBsMEJcBiZDHqAIQI1o1nMh0aY2LQnDOlDMa063Q5SL21hCPnDGWya3UIWMqkAjuvVcS4U4oyQRh1xtEASKZpVXd5kYB3vd4oeMjKQjlrIDTWdi5QACFTGywYwwn22uZplklpvVsajeZdw9ixsAETQglhxmhjdPTRO5twnKeE4tR0XVlk9Xwy6KeXHr8k+kVTTQgvHzzcLcs8zbhpdj/6zKWH929989U3J/MjSd2pldGpjVVXzW/cvoEJvPixHzga1xTIiy98+Otf+eLOnVtFrzh/6erS5kZOBFhDPcahA0zaTkXvWZYEj3jWA4Kccv3VrYSh8f59G5FxqO30gwcPIvjeaGFStdXMJDIHDZSI3/3t33nyuWd2dg+5zP/4D77mI44oHBzuqK6jkgNmTz3x+PkLF41xZS9/9LHHH3nscR1c0hcAjkQA59uIymFfErl3cDDq59OqJohADIRxrywFoJRTKg8PDze3aKsMADt+fAiCcYooyQiEeDxztNbiCP2FRdOpQx88IYoELpM47HWJnEwPDUTKKULRGGOVzfI+xqJrq4Nx8+brNxGhjz9+EXFez63zJh9myFOnLcPp/mTeVujN129ee+/ObKYETyXHXVePm9aubdhigJ0RuezaJjK+c1RNu64zxhsdESBCrHHKewxAAYx3d/cnzsdcYASh7pqu6wQTWtsIvDbuwdFElKWJkTLiNWlUp220zmMstdaCY+KI7pS3IeHSuNBppztXzdvOBCAsQGQMBxsoIiQiAAw+Oi7SPM97/eLueO4RNiG2xgKVxrqqHnNBGCHB6pRz5KzXkVJidIchUkaiY8dXUUKCtR4F6JeDrpk7qMFF7tUjl88sLy6cPndyfX314Gjvn/+Ln+v3sicuX0hTjhBKEzY+GE8mk+97/pmNtfX/8Bu/U2Qi4yTjfDqtm9Yqa37xl36D8UQptfdLn18Z9k+tLaIYOt2qyREVpQ/GA0XEtarDklsCDnme54iK4D1LcmDWOz1aPYVptv/gQdobrCK4d+/erNZaI0wko/n0cNI0zfb27nM02Ts8Yon/rd/5vazIp9XURc8py0V6cuPkY1ee3D06OHlya33zxLPPfghTEa1KZAIhqNokglMC1sjD3aP/x//8t//w93/r4d3bxllGeQAIEAlmnPOqalCMAIAxdF33n1GYIXZaCwoISIgeucAIccGjCF45CjATAjCxAFKmY+f35tMOMx8dRkibTgjmtffeI0QRZt77a+/dHY+n3dxsbS6f2FqnXDRz0MZFC/fu3dnfnb375o333r3dH6zEgABgOp0XaXrjwfbO9l6ORTOZMEFssAETHaE22AEVQirrnAtCpNgZ5xwilMt0e1Lf297NBBOCAUbOGYJoM284l0QkIu8HirW1mNBOm+EgwRiqqiqGjAGhRFprst4wKOMjVm1rTcCIGeOMcYwkCOO2bTnl1ATTWk0kZ5IzyYRk97cfKCLaTlW1wUxOq6YsstBBlqRdW1EAhkMvSa21GIOxSttgnNfKUcoh4mreJEkiU2mMlVwK0AWNFy+d+fM/9RNFlmjrRdrrqvnkaHLl0sWsXyYJQuB3dndv3ry7MFhaX1m4eObkZ3/kh77wxa9MptOTJ04fzpSnZaXq3/nyt0JECMLiQk+kbIstp8PeYdugLLv/YH9haQMjSjBOEuFxTFPmGBZSNnXtfMzSlEoWDUOMD5bzJO2rZj7rTGcQB+gXC2++9tbyUkxl8cU//MrHPvwJa2JZDn75138NcVBeeQRa64Wy3FrduHju4sHB+OpjT5w4ceLSxQttpxpdax/2DiaUIB6sc0b0+zzNeJ6+8PEXB8Py//eP/nftXVLme+P9/mDQdnY2nedyxWpDCMqyTNvj0SEijEYHhBBMuWpNq9pekXlvIyDE6LTu7iCEbMsoqPGE8TQyWRtX9EpPTKMaLAVoSBjX1idJ0TRVmS/Pjuo//sobnKHFpSHliHAmZPrwwb7R0XV+Op1n+UKntUhkcD4r8no+yTMZeDJuAklHk3YeARMObacdlpwL4zAlCSBnjEtErtUMS66Mdg73R5v1bG4DiRCM98jFJF/wnijtJKd10wYC1jpBGcYYY5AJsa4dyFEIEDwGoNooZz3lLIo4m+01taaIUEQRJsZpwoAOesNZ3bTGumAxIVUzH5XLwUeMIHhwyFFKm6ZhDBulUyGRN5Jz72yeJMbZlAvG0VHVuBiE4N7HRAgUorOWEBKdyTO50Ev+wp/53KAgN66/s7yy/vKb765unSaYXXn06miU6HbSzidLS0vzefuVL3712ac+1BsML5ze6P+pz/7+737xt3/zd9Y3t6hI7+0dTOomScTy8mDr5PrVqxdTFJumOnXy5O7u9mhpw3tvghOYC8HSXEKZIW3qyThgmiRZV3cpYwDI2ch4kpQjzAWaNl045LTY3hszmVdtN52348kszwuE8MH46OXX31pbXznc25t2CoV4auvElfPnXReXl5e3Nk8vLizVTdt26mhcY8o8hqWlUWSRcFLXdY+nCKHtvV2L4guf/MQr736vrZuy6HddRzAdDvqzqWJcOheMUwDQtm2ksevagmWU0E53iKKUZ1XTEIqEEM75ZNCf1nWkDIj3CTt2AhDKW6ut6fI8raoKxdA0FUQaI+JcettRIp1GEPH9+4edaTGmjErKi/mswxGELK11SSa7rgvRtyogxolIprUikHSdQoRxIUPUSGDkMQDulBZCRIic84ggz8ummmRZ5jEyFhBLWmtkzhnjwYKLBGIglGunkpRqpzHDRDCIOs8YIJ8kuTYdAiFF4rrjmbQ3xjQz17ZqNq0x4oQQ631WZEop2s0a02iWskDCtJmPYi/Py/m8TinNGWjjCGYBgDEGELXWo1HmlJJEtlVNKUOAXTDRO09BYRMc5ILbqo2EEEq55O1kevrJ86try1nK3nr7te3tB1rZ4GF5dQUAjnb3g60FDZ1qrHEnT59x0Tmvq4MDAfTDT16hMb725r1i2G+UXlhYOH1iJZWwtlQOCzHKc9Op8f3bWytrAvmjel6OBowDIqFrKmrcvO0w50LmSldcZE47QiUAwwQDT2LwJx55ukPF/GD6cLK9uryys3v/N3/11z7+0ReBRO/9v/p3vyh6w8O6EzJFdXNydXWhX86mkzTrf+gjL7SNee2117ZObKytra0tLCR5Fom3YGXOd/f2FkYbuczGh+PRYLiwulT71hPEKSWMJlgq3XaqSor1gKl3GCLJi7xuK4SRlDlY6EzDBUMRvI8yTSjDTdMQoMx7bbyU0iNAJFaNyfNcg8UEUSxapSAEIQRgxqjo6g6iTzPSaSXTvok2gkvyQrVGyCJ6UebMeQUQnLHGIBJtmiXG2abR1gFioq47zDFGCGEcDGYYY0R9cEIee/7wsXUqS3KCsGk7TrizSnBOAkUIlNLOQpnn3mmPzHCQU4HndYdxEIwur6wIidJEAGCEeZpkHnlrFCFMdwYFGpx3OnSddREIeCCoVVWalzRlAgfPmfQoFEWxsLyUJAmuW4RQDAABAIML0UIQImFExhg555JnyneMCu284BmxnsaoOpMlCUIREUAEbLSgTZ7JRtudg7lM0XBxI03KD7/41DvXb77wkY8hjKu6ySVLE+Gc4zIfLCz3+v2mrfM0s9YOB8Vf+ot/9tNj/fP/8VdplhX94sTmRi7R5uogS6XW2junOr195+6gtzLIZdMcElIQIqOPAfFh0Y+UjiezwWjFaE04oQlzrTcmYO5lXmgDjz5xpZt7ytmv/+qv5Fm6eeq0AWicvv7BB4fjSpal9Y5RsjJYPLd5ukjSVMrPfu4nZvP2a1/5+vPPf3hyOF8cLRmvMfI0oRHMfN4URbGysowi6W2uV127V09rpajMjGrAGeuU8yYvC2tt27aEkBjw4eFh0csxicdzLo45I6FpOox5AADvpZRNVVOMRSLrpuFpRghNEtFqZb0pyhRh0raKxhhjtEZRSgWnhLAQuyxLfIxd1xEWBWVF2dfK4Ui994RiYwxGlFPeGCUArNW9Xs/pSBjnMjRVXeZp27aCc2scE0S3WqZJjBFjcMpRzLquSVKBI6CIISDnHCIoOGutybNBq1sI3eaJhaeeuiIlq+pJVuRpmmLil1dyQgjnwhof80g444hGCxThiFmwTdfZtukgohiRD55w5r2nKKhcsrbTiAPGRCnVqEam0gEyESJjiPIQrPaOxgge5ZGnnFbH1wUstGnH43lS9hKsWAimaYE5DyFhVCs9HPYR+O+8c/3w5/5jU4/b8fjP/Omf3Drz3L/5d7/YhbbIxMqg/PCzT21vbxvjqlqLpGg8yUerawu91aXl4LFx6Eq2+OBg/Gu/83uTI/XStw8/+tyT7ay9Na3KvKe1JoS+9ea7MYrNrXUiQiCmbbAsF1RTaxUCoESk1Xha9PKIrGmOEOMREGXCdHNvo/VJUsgLl89/cvr9P/M//8yf/7N/DlMSEv6v/9PnoxGdVwbrRPD10chUWvZW/vJf/Kv37j/4/d/7w1E53H94cPr06aOdiUwIJqEo06WVxdWlYdYvtHdZIbCNTCY0oz/6w585u37qb/w3//X2g9sYM5GSVplMkkww57uIaJoIzpgyXde0i4OhalurjeC8rk2v14vBdqpJhXRGA7gsSQICazXCGEPolZmPLkSglHJCfAjWO+e9NQqhKAqmgmOEccoAu65pKYvBo+B8kfdM20gqjg3GaT44mhz1s4Qj4rCXkpMYBCmdsVIm2hofoRBp2xjnQtd1SZYBJjGiLEmcreuuS0XWdTbLCu8tJ7TIMoJxZx3CEWO0vrWYlozzde8tYyIvJGXe+FYIkUlujOWEGO3AY865taju2ul0WlWdzIYImOBSHxNlEIGAwAVIWcK5zLICIOZZmmV5kohKxRCjSASllPGEAnRta+o2TaWFMGvmrXaG0q7rjHacYoIoxZQLrHSb8WRazRNBGRFvvHuToRC1ffvdG5//lf8yoPBDf+IHBv3s9MbGsCzeevv13b19StLNMxsLqxtt275744Nf+/Uv3L15a+dwbGnWOZjM5oPBwPrw7VffXCxzqzrGRIx+dWlZcD4+qrKM9QfiwuVzayfOFFkeiXRRGeU4Jf2iAIo6o/ExawFBMAqil4wGrwFYf9h74okn/uk/+edf+tJXGjP/6u9/3UTPIQqC61pdPnfuzMaGU/onf/LPTmftF37/y/3eEiJMuXj9g5u9QSIkrK4tGUMpZimVNGJRCOu1Mq3gWcLYYasunbv4t/6H/+m/+7/+t4QG46oYo2mraJWzHZUpY7RrNeUsy7JjggEKMQaU5yUA9g4Y5sEpRgiKGGOsrD5mdiB0DJvyjLIsy6LzxhjOOaHIMyolr7sKUeKtyrIUkzCbmSyVwQMGbo0Skllrk0QoR+tKDQaLrq0digvDhdl4EkMgiGpvQghMZJTHuu2SLLXWZkURETAhEiK6ZiY4GY76Ta14wo+XfNY1GGPvopSSMLS8Mhgs5r2+FAm3wUfn8yKxVlGcWm+9CiJNvHMIMWttM691FRFChNIsz32EiKDruiwrEEJ05rwGXHcdFvLwcJ6X+5dHZw7rSrVN9I4iFgBhgq01c22xDRmEQZL0ej3t3V5TzaOtbQyR5TTzgDOZmLaydTNc7NfzWZ7niHEXfAQSY3z68Uc/9OzTTz/5uLLtmfMn8kz007yu60evPLK5VaVJ+Y3vvvrlf/Hzh0czME5wjLymmTyYV0e1sR6qw8Ol5UUX2dG9GUP44Gi7yMW9B4ecwPkTp5547HKe5DSinuQo6mZ8yETRyzJGVXRQV84ATsseZihGZ7wWiWzrFhNGvXE2DobDwXCBSP7lr3/lpe++lKVpP+Pz8eSpxx77vhc/dvPGez/6uc9Ghr/4B1/DLNeGVMTrut5aHihTl8MegDs2GdXzCreV0EmkgUiKOFDlz2+t7exWzzz1zI/8iR/97d/9NWsdoQijWFfTssxaEwAjJljbtmkivIsxAqO0mjdSiLppKEYyYcYpQggnaV23x/l6RjGhtGorxph3EWFw1jMmMCHOOoyBMZag7P+MUQO4siyDs8YYTjwCiJFgHCKOUvIkS5u6kzLXXVcdzBMhO6M9QpQlx5Bx633rakGBCuq9A0K8t7XSIXjsQc8158Iq65wnBAHQ6byWEicpsaFdXCtRVEkmsQyJEChiFAFzRnkCAJhhQNBWXSokk8wJ71odAd1/+KDRFSJJkZYRgzIVQogCoQ5immfGmPFYSwlbWwuEsTTlnGJkfPCOYALOGxOcg1TiYlAWgz5z3k/GjgRjLKW41l1P5rV2MaKy7Hd1xznFGLTuiix30Q6L3tUr57HvTm6tcYGLXnZ4uD9uuqIoHIqrqyvv37hhjP7MD//Q7Vv3e0Xfdm3w7ayte+Px2zdvzWfWhUAo85FSUXrn+kvrDLtBP08JzoYLxWiYFINauf29Q3w0EbL0UBvimOCzybQYrhBHcIih0867eTsfjBZjQCIVgAjGAXNklD13+WxvqaQp/O3/8W8p7y9dPv+X/4uf+vZ3v/Psk08sDHu/+du/t7J04szJRS4zJ3CSktNrg8W+nEz2BCUES06hqWYyE3bcAcc452NbjcSgaQNDeGVx8bM/9mO/9fu/KZPUahOjYRzVdQ20b5wJ0TPGnA0AkTNsncmyrGsNo0IKEpwu8p5qW2McRMyZdF5TSjGGLEkQIceYS0o5F8J7G6IjCKu2CQA85UZbFwLF2PlIECFAEIoxBm1tRKjHU+t917QQg48Y48AFAuS5IE3bBYiTmWKMEUISyX0MiELbNEIkGGOEgUrmrLHWBusRIr1eWTedi67o9a3xrWqTLKysDoqepBxjAUA9ZSRYz0litcYEgDHwIcsyjLGuNUIEABvjvI/OexT9bDZLk7xr60F/RI3qSAzGqixL8izhlKDoMdC2m0ewg2LIXazreWsCYBAMDZb6a6c2vCMPd+4DlV2tvYXgNAY2aSsAKPO8MpoDJJRxFICwdjYV1D9y9uLWSpmKuLGc7x8doAB5zpHF2nT9hdH+5Kjf733ux36YkrR5tsWAovNOm3feeftZSZ579Fxnwp17h7ceTh7sHjJMKCZ1XffLNAaSDnoK4+vbewftrMhE1YUL588PB8u7+/vOd4168PBgciFJ03yhrisbUJoVKZHYoxBi1xo3V3mv7Eyb5KlzbjDM/vxP/elf/Ll/Nt7f+/E/+YOvvvylUd5f6eV/7//5P+4dTIxDq2tnZV6un97KcjY/uYSDPnNqS3C6ubLGkTXY94rs4YOdzfNn2DDzLkJjAw3atvtHR71+9vTTT377m19CAIQSrXUIYK0HzH1AlLDorY+xrhvBAHPKGAkhWBuid40zwcYYHMJEKSUkBQClFBOcYAgBEEIhhrZtY/QYAUY+hMCIcJ0FjChilNPgnfchTUuKsTEGY6etbZqWMSEps1a7UOUDwYjllI3HU8pRG3w6LHRtBBWxM5xzB7E3GOlapSJRviaU6k7lWemUTmUymUzyshA4QQTX9Tgt8amzm5hEaztM0rqreSYoQh4HzDmOGGPwRoMHglkzrep5EyxobY+OJvNZA4FRIhKZoYBLOdS1pd45q02EQDGx1g36Q86kRVD0ex4eOtsRj5n3EgBFsDYuFnk7nW3vTevOzts2aJ9L4SFa44kQIeK5aodSMMYYi5RgZzyBWKbJ1vpSIvFjVy+0qlnfWHTBY8ZVbSNi++PJ7bv3N9a3sqxgQCXGt27feP+9a3vbB4uLo2p/dv/+XSbLo/1dhvPlhUUXndNmJAZWd9PptG6ro/m4aRQXMCwThvD5U2cWh6PZbFI3s5WNlQ9/7MUrjzyi6glYxGjqVJdnye7e3srWyaZVWVYQhJOMq27OORc0Ykx/41c+751WTfsl/GUS6NuvfudDjz3ycGfvQx9+se5CMRgGEpOUOVt1rZlOjso8q5tpUSb9NJtPJ5SQ6AOKGKGAMWQ5LxeLKCPLxP/rf/07f/EvvB9crOeeMGpsoIkgLMUhxhgwpk6rfn+odYVQpJRobX0MMkmcUlmWKhMQQihaQlAITkredG2MMc9zjAmKEGNMk9R7a3UrhAguYIK1MT4EIZgNwLjwMepOcUJDCL2igIjquuWUURYx9ycvLHEMnJLFKncB7e7PDg8qRLEHIySrqipJU+u8UYogdDziwIQBoWkujFJZkYcQnFOU4aJIIjSDQW9haZT3yla32SClCY8RMSkgAkIIEYjeQwTnI2Os1xsc7h0p47TxTWcTmRKeGuMw4DzJY9Q0o3ziA4oAQGOAea0QE0wyj1lVA8NdL8sGhFWVJQL6gzy3au/h9qT2jYsEcw44KBNJ9AEYCcF456xDnAjR6qZWLadCEMIYWdtcyXuZCyYp8tZY4yyh8v2b140NKsbZvI1osraECYqH27uvfeflyXS6sLQWgCRpOVraOGrUmcuPbe/XizLd2X+YCBFt3LlzByAcHh4BIzaCNUBN4Bi99PrbToUiY71+8sM/9qNad7pp8ozbVlnn88Wlpp4WaVJPJyxJnTMA2NRtmjCIrp1NAQBBLIqsVyR/+af/i5e//I33Xv1ePxtc2FrhrtlcXNC+W1pavPvgHhVxaWGQ5+Vg0BNpMm8qpJq8KE+fPRUZxxFVVT3IMoBQteMsZ2W5SjD8zM/8nb/1t/4nhEgMBAED4AGQthogeusYwp3RkvMQHKCQZLKpK621IEIZRzkJwXvnlNZJIrRVieQYY28dkAiYCCGM0ZJRnuRNVzNGuGAxUkqpEBQjMDZwziN4RAkPRHLWtnrQL1tVL673n33xI48+cSY60yu40RADHOzZb//xq1//6ssR4045KXnoOooIxQhjsDoGHAEgAugYPSbW+SyRuh4TTCkhHvmtjU3OJRFcFoknYKxjhFutOUu1MQkXITrOBADtlPIOBE8QhGquVWd5ltVtl/DE2TBr5t57ChELngku6rmmDM3mzc7eER30t/fHlMIwY88/cTkjANF2zmhlwYQS4YURvrd/1GhfAKpNMAHyglWdYpRTxIyztQIJ4BHx1nrn1zdPc07zMgsYdU03WFwq+4Obt+89evWxB9uHDmN4eFDP/Ze/8q2DB/fu3bm+uDTcOLE5HC1RJm7cuMVFH5r56fOX98avXL162b3WPf7447/967+1srJMkH/2uSeBovc+eI8w+slPfvL82XOvfvfl//Dzn/fev/jix7u66fWznXs3T5+6qJpqcXl9dvAQkQQD7jqNMXYQdYwUBReNms9CdHlWOgSz2WxlaXS4c/+ZF55hEf2jv/+PJOXNbLKwvjFYXLp7dxwwGi2tZUVeV+3B0eHi6vLa5lqSSMgyUPrevdtLGxtFlsTgHLikkMED1wU0FQABAABJREFUiXxzdYV99KN/+k/95H/8979pQ7AhUISO9ZScs/l01uv3VTMPEQGAc+YY6k0Q8T4ARkBQ8C7P07aeY4wpI85aACRFqoy1VjHGSEQWIsaQprkH6yFywRBgrTVlTIqs6VSapka3ZZGCNxhHF9Tiavn0h6+ePL9iUTdcSCBADI4iioV97JkrD3b37nzwgFKKHWBMECKJxCFEgigAFiJBCDsfEaExIqUUY8SaVuS5FGIw7DEhfAwR8xADoYIQihBBGCJGED1P02i8VV2SpNOusdZr7WbT2gfMgUgpnXEAGDBKZEqpTJQbG+tk2pMSutaHSPcOZk1tvYKFJfmhK2eWBzJLibbW2mjqwJOSFHml7c7B0fVbt994+723bx41lU0IhBAwT4zSjlLDscfIKdsTYIOPCCiX2viVtS1Z9p2zvd7g/u3tV1999d7OweFBtTTcqqbVYLl47vs/9fxzT+eZqNv53u6hee9+b7DC0vDu69e2VlYO7t95/PLl17/73SevPvLyd769ubZqVFPk/PufeyLN5JmNIfPzH/3BjyTgTp88c/H8hcnR/t7+vVvX380TXg4WAnTWqTIvOm0wim01Lou+8w6jiBFS1XQ4KLFuy0SUy8NqcsQpmx3tX3niwp/5S3/yX/7sP1tdX57WB731QSqydFBGyTfOn1lZWOytrIPxATww7Ko5TWXXTI3qEZpXdVf2cucCY8zrUJRZo/K/+Tf/5ve+9/6t2zPGmHUaIhBGW60oZ1VVCUq7rk0kxYw2TZUlKYpAqdCmCyHwhLddzRjTWlNKEcLBQ9N0hHIuU4wpcoEJ6b2vm4omSDtHAAmJKaHH0/6EJdFZghBjuHVGZrJzbTbIF1ay0VLiIJgQGEJlQY2GrC+NV2snVm9fv5clIqrYmc4azTgHFJNUACIhgDYmhqC1phiVmfAWMCUuuLWl5TzPGCcxIgRUStJ2KlKEMQ7OY4pciLatCaIIoaqqQgCtHERazTurPSKai8w6Jziz1qIItO5qwIhgoYzNk0Rw3DUKGA2OWA+nVlbWFsq1xUTQ6GNIZJHIvsh6wKlzdjqdHZ1f+/CFEy+99u7XXn/37lQfOVebGgAcEtFHY0zKkbLRezuZHr33zvSpJ68CIK+00iqTyf7uzpWLl4aLa4P+ynhH1U175anLHswHt+4c7O/0BnnbGBtY1bi0v+DD9vr65t7ew+jD2spqPZ+fPnnq7NmtQSFPba3vP3y4vrZc7+/vH+0//fSzf/Izn2ZURBer4Gxb3Tu43yvTq4PBzZvvr22evXXz+pnzlyf1dDhcsKpBAWSa3r9zvZodejXNWMITyTkusmx7e9t0bbq69P2feOGTL3zsF/79fyJlThN89vLpE+cuDldWeZqC86qey7yHgZpmzqXoZrOqqsztO5snTmgbCeFG1z4ijBgg6Be5NfN/8k/+8fd98k9X9Xhtc3U8r5nMXatijNijhDNEKWPMWl/0e6pqogccbZqmiAal24Qybx3ljGJqbKAEs0xM53V0IIQIxgMKjDGRJZxjD9Fa21lTMIYxAhecdgSH5NiLzYlDPjJ/4uzmysbCvGmznOeSQoAI4KLjkiaF3Dqxdm1h0I01BCTzHihlreWcE4at84AoACKElHmWCDYZ7xdlCh63bZ33yiSTlEJ/WAIBiJCm0nuw1lGCCCHGqIhwDF6wlDGkGg2AZ9O6aRSl3GlHsEMRYYQQgNaa5r2kNqbRgL3HQUuckBggIG+8QLCxvMCCjz5gTqTMkjSngio9liynOAyIKnIyWOovPXFVePRrf/w9zZj2EBBujRU0Yoy8j1kCm5vri6NRbCfb9+85GybTCiF0//7DRBajQQmYKm1nR/uPPPL4U488cTjdm1eHbVsfjecIZ5NWby0Osv5i0V/ySC5vnHzl1Zc/9OwzX/6jr3zqB3+AED0+2M7z/A+/90Z1dJIS9Mabr5q6/ZEf+RNKTcbj8f7+9puvvXTu0vn1lZU3Xnv13KUnv/fdlz/y4g9M5of9QeFM45TlVJimMro7d/7Eg1sfaDPhnOfe5KvLJFgwar67N1pcgUL8pb/yF3abqr+8XCsXCPA0tSYwwVgaVddQhBGmQNi1D25GxDnLvCN1VdtRMLWRPa6MEZjG4JYXh8oc/X//8T/4p//8V2NsMNi2nXsfBZOSixA8xFhVjXcxhMAxElwyIPV8RgV2zkiRUMwIov+HV9uaVitbI0oYBsyRDY21pCiKVikffZIkmEMIwZiaQco4xQh3ulUREEcIAyJ0sDDw0QpJOQWrLEUQCY4UCANoQ5alPOEz20qWT6cNRkjI3AettKKUOm1QBM5IPR/HIDhn81mTZSkibGNrUyYU4RCstcqKQeqsJZhxSrXVXFCZZEZpIZgz3jlXVdV0bLe3dw/2jwRPbISIABNirAVEAEVqjDmeEksh2q5CuF3zyyaYyWSCI5DoJMMJ44JyhkQ7b7m02ppuNkPeVUdHvu5YYMtlvjksz60ubN89TDOpPLbW8hApIoxFQuL66moq5Mry5sKwx0Smu240XPTaJFlv72h85+6DIl9YWh6cPXsSozgoe71hurK+9nDnYDbX167vL66sagujxZXt/fHpMxuLyxvWoTQpE1m27VHXxc9//jcPD+dCTkbDIsvLD25cf/gv/3kqZJYVN29ef/6FJ5979vnt7b006d94/wPvAkQlOMSgQoRiOLCtefvNt65cOTeb7Jw6e8ZO5w/uPkjnEjhbXlm9vrurtG4wBsoCZ2tnTv/cv/q5b7385t/73/6hcxYwbtoqESk9PhdkGVi7vXN07tyFtlI79w5X1teM9t45ZyyOBEGgFLOULa30vu/jzwPK/+Ov/NFotNHqiIA2TYccSIoEF9YBgtjLi6PDAxRNACQ58SjkWRKUF4Ip3QEEyZknEcANRrJ1xsCsLPKEJ3VdK+eo5P085Qmt6immOEs4BeqMc8byjHLJZu1cCJFkIs2SJBGEeYIho9Q6Z73lnLfWc4GYhK2TG3v3JybYJE+stZWeI+SllDF4H4IxxlgAHDlnTaWPW25pmnvrjoPqxmjCwJsWYWKsgYgppd57HyLlQmkTTajbhnNpTLf9cF8pA4gBAhRBcNa0HaUcIUTb1mvvA6Gzbr6c4v6w6KypgyUJLjHKcz4oM+TQdG9mlG7aGhHgIrl968H+/qEzOhO8yJNIWETh7On1N7cPVaMCAMOcR2KNYpKqznvvB/2SM+Ntp5XdXF+jlDNCddsRQja21mNghRiM59v7R9sskaQQ2oe608qG7/u+7yvK0Wzadso11geccTFwnp0/f2lne5zK9OTJpxeWLnz3u996f/vOpV6G+jl3aD6vf+hHfvh733vzUz/yo4wjbaLT6Jsvf4vL/DM//tmX/virl65ebpVbXN+aTMZdZ9a3Vruu8Vp53bGFxcG8CfP5dF73T50+d/7C6y/98WSyt7y2PCjWwtHk8plLb7x3d3llzXtlvEvT3BqNEPYxkE51yhlPp3Nb4OJw//D02d4br79y4dw6gkggohiAhLoe98rSOP3oo2ddFJ//pd8djDaU9pJx5PFxaI6gmPDEmMAoZwgljCrdcsZ025Qyt0ZxwQilp0+uL64OBov9dJjIXkII4pgwQl3wRV5yDIAAYVfXc0rprOp2tscH++P9ncNjBpEs+WDQGy4VZT+z1iIU0kRED5xTDthEX3CmleotZqcvn5gezG0LrrPT+Yx5R4h0jSOY0TQySTjFbV23Sqd5Ho3rmpbj/Pq1D555/lQIgEjofJehFCEkRAIAne6892mSowgx4BgDQqRpmr3d/TfffFuIYXBEO4uoJ4gQjBjFzkdqAmgTLI5CJIG4RpsB57rtYozGxN39ybe+8/rR7kE9qzllgtPl5QVCyP17u3WjhwsLGsj+7iEVNAIuBX3+0bNff/1GCMBw7ElhwAOEVGIIfnd3G40ERXJpcWSN0qq9fff2eKZnrVUxnjp9pt8fWFefOXMhYHx/f0dpf+3a9XmlH3/8WSHY0tIiy8pivnTj9q0Llx453HmYZL2lweLReCayxXxx5WnOqy//3u7B4dkzi4Ny89zG5r179waDQYiwvLJxNK7qqsOYnj59+sb712o1uX0jnj1/8eDOXULL5XJEMjnfuee0OtrdHw2hv7D47rt/vLWx2ezuZoujx5988gtf+F0goEwYLNOnnnh6BgIoj86Bh67VnbJl3rtz+9bFsxcgIkbTfm9p++bDqlL/4p/93PJaP6NBD4vlpTUfPSsZ4dQ5lSekX8LTT5793vc2ZrM4b7s862tdY8ohuhCQi4EiwpigECL4EJxkCfJcKZVlScRAadjYXLpw5Ww2lMp3ST8VKUEmyAQ7DxEij8g72y9Zr9e3MS6slafOLR8e1pNx9fD+Xj33qcw6VQ1H/bLMjWn6ReYsUByjD5gE8MGTQDGWKZcZTfvcMxCDMumJiKNzgXvutMMYK2swxqppq9mcRADGyl5hlO46fXgwOzFYQIQUSYE4BqDeRx+AUUGpxxiM8mnGo+YcCd9xY+4hhBEhbdPmeR4AHSMdGOdgLVXORyDVXOMi0wA6YAu4c1F3SnVwb7/defiBxCRhnCCcWmzuH60vL6Usj5zfuLmzPz2qo1pbzz/x4Q+fOn1u6b17D+7eQ0dmfWMhS/Kbt2911q+tL2xtrfQHQmSMCjEbV/3hYH9+KHuFm6P9Sf3ejbuj5VNpkXfVLElJq83WyiKV2erq6oOd8Xe++4pIeuVg6dzFR1bSpZWVpb3te6dPnT3c3UnL3t3d8fV791Y2Fo2zn/r+T9x477Xdh/dTvLr3YLeZTvKsf7C3zRldXFo+PJhEhPIyoyxiwtrJUUHTh+98sFJEaADWB0Uqmj1vrVYwybKyN1q4t70jJd8UmC0sfez7P/3F3/u955474ZTLmXzq2ec7Axnvq3a2fzAeLi7dvPGgLBYBoz/6w6+/9uob3/zKyxvrp958842z505Wh/Prb18PJ1dM1Q2XhylJAgZKkoSxhRGJUX3usz/4T/7x53vZqKmbfpFYU2MMIWDJEq0NINyoVhAkpXTWcs6B0dYozoh1nfE6Imt8UL5lnmJNvdFUpA5bgmPQURJilReScAatiTxDfcQDIbOGtja+/f61VKAkJ+PpMElpq20/Zx4iJyTESKgwOloDbaeqpn6wd99UjgbuTOyUljJFJoIPmEAIIYTgXbTWCMYpxVVbZVl2/+HON77x6srmp0nlEkwgRsQjJgghAIQgIh88ZQARQgzVXN24fvfaezd9AI8dYTgQpI0jmDPJW6uZYFhH71BMksR7L0QSETYhWmvBQyph2pouEoPZ/rzZmczGdbO4ur516uTly5cQipPJ2Hp36sz6j//4j3/i4x/dWFo8szg62ctP5nBq2DuxOJIYGIKN9VWKYDqdHBwcHk2maZ4RQobLI5FwmeffeeW17f3DgMSDh3tH49l7H7z/5mvfu3XzerSGQVwe9j/+sY8hFK9du/Zv/s2/efONN25cv74wWlLGnDhzVgV3/vL5R5+8ygSvmrrsjx557NnTZx47HOv3Pni4uHzq4d7B/sF4OBxZa99483uXLp+9+/CWSMXi0sqpk+fu3Lz/0jde2r9729fTdn83xugjYzRTrW6ms/VHHvcBM8xmh9PmcJKm5Q9+6ke3t8cEy65Wo9EIYzodzxNZGhfv3rmXpunaxsgpmBweLPT7SwuLt27dHAwG8+msnVeSgOsagYOtpu3kwFRTHKOqZgKHhYV0aTH9iZ/4dFcfSUGm1ZRyFiA659puHoKPMXImEUIxRqVUCEFbE4/PIYQACjaouquLIsMxtG1NGWlU48A6rzgLecExhODAOuACOasp8WlGz144feHyxY1TmxHAWouIiAhjShwCTJAHb4xx3kmB+iXPU9kryuXlZUyIjyFNU4oZR0zKNIQwm03atq7r2jsjpazruu1qxgghRIrszq2db33ttXps5kfaagCHcQSrrTcehUgxaevOKzjcqW5e3/3eKx9ce/9uiMIDihhZa4+vW23bYoo709EWeYMDgGUYG6N4TOr5lGJIGcgkXVgc3L9969p+lwpYXygXVtc+8uKzvVSC9ZWeLp1cTXrFufNbJ06uMoz3j3ZS65cIC3m5nOVVDBSzNOUffv5jFKONlfVEIm9tf30ZnBsf7E4mE6Wwdp1yLutl43H3wjPPfOelb3z5y1986qlnlobrezv7qxunx13z0Q99xHh6/fb9TplbN27fu/9w69RWSKqlrdWlhWFVVb1+WhYJ+OCQuPjImjvbvvzSt3//G29trS9V3X5j7N7e/UcePUuYKTMyn8/Pnn+0s/Hv/b//wdOPXAnS3rh/bTW/wGN+Z3vypT/4oz/7p3541KPh3u6jz3301S9/qe8gSdPAheyNLLq3fe/owvLpaD1hDiE0q6u1tTWZMNS1ABaDrWf7G6tb1UyV6clbd25HZ/NsmAqIrvJ66oD4aeyso57IwTIQHhHdXBNaLVy4tHrn7lEx6FdNxznnKRaYW+0wYoxQcMiaVnKBEQ3eIYRsMJwR7z3GOMnFfD4dDocJEYzQiIFz2rXaAGpVJ2WCCCAKCAPBQmtTZv2mBUDN4uLIdpVHGBPuo9ZRB2sLITgcE61ciFSpGHREHg53Dghix9WGPMm7RkXXeWeLrIzRa7CMMatNkWYU0HQ6JYEy4O2kfvmbb2SSXnj0hJQZl8Qpn0oG3gKAbUPO84M93Vb8/fcO3357u+14vzf0PhIaCAbBI6Go01pihr2jEVFt2oQIBIExAd6xCCuD3tZib2Pz5MbKxuNnTx3ubnujJSVPXDnX6yXZsBfG00sXTk+qlgl+dmujrWbTprp78+5bL7+LtN5YXOCcz1urtK2cv/9w+/ypy85HxovFhXT7wcM0l4eziUwTWtuPv/gxlIp+kdYqfOF3/0hItLm2dfrEmRjImVNnJ/Oml+a3HzzoDVaWRsPBwuLZ8+fu7+9Pq/nLr732yOULxirk3fLCcrl1JsvL3d296miyenqZ58O/8d/89CfLcliOZFGs0rVEomo6K/sjIYsH+/P/5Wf+/htvv/faG2/PD1/83I/9MELEmlj0l/79L/96ltKf+txnjQ1F1T71oY+98sp30qIDabO1we5kvr52HliCEGKMsEFhbFBGkwgsEYCgqae55FY104ODg3E9PtwriiRYCTHp530KYT4eR4H6oxGOLqjW0shSEQmsreUf/eijt+7+tg+CCu6DM6pF3AXrmaDzecVQROAJIcF6chzdCggh1LatUTpUpr/YIxgro7JU+ONdF+VZkgZjAEcfQ3QQSCSRUEx8wEkCw2GBgKi2atoKEYwY5QmmCJAPCCNKCCBi0TGkKjhji3xwpOpOO4xpoyoMCAD6vWHTzpwLCKHgvDdW25YA4pQ54xBCKNCuMl/94ktdqx8LV5DjeUkAA3jifUCB7u13h/v6zddvfOfbb02OFKGZCzjEyBnzRkPEzgWMqLWWMUZJFNFTHyPmhETggcgQB5heWF7KhXju3LnN5eWjvYfjvW2O0ahf2vnMBoti6Ocp8T4vi4fvv6+sOppM79y+P5lOtXeDRGZF2c0PAqaYwRe++MW9hx88evHko1cvulvV3sO7H/34h6uuzRd6pTUrnb906dJsNpuPxx/56IeryX7K2aA3vHnztsyLiGiRD4dFjwpmMZigH+4/WN86w44Ot7Y2ilx6rYOF2WE1r3fSfrm0sjbI+4yT9VOnXvyhHwxBdT4gzGRaEHB5yY+OugFBP/sP/1GkxSc/8yd1U//bX/rDvcP2v/vv/7oN3WPPfOjxJ57+t7/4y2sLwx94/iMRLCpHF5/+8DvvvHVuJcswZb18eWtdK2U0AoITKoXAukPIRBcMxejaO9fKNPPKtvO5quZrS6P1jZXNtUEugzXGK1ampSiFzHNKaQg+RBuxkURy7jY3+j/w/c/90VffqJsw7I9s8AThAD7GiDGOxMcYGRMIEWO9MYriY356KoRA1BmjpRQUk6Zp8l5idEAMbPCEkla1lNKIY8Jl16k0kTZA0wFlkBZ8cWWxulN31pFgbIfTlBIXMecQXQDsjEOIWuMRph4RzGWwyBrbH/VRQKF1qu261hZlxilTShGEkOTBOogRPITgI8IRoKnN17788p1bB+cvn+4PEiog7+Vd101navvB0btv3759azsCo5TLLAk+zOsqT3NBpDUGESwENcEEjyhoRCL1MVAmCKX9frE4GKaZUPVc1fX88PDQ+4VCrpw82VVzHwIYV09mzrm2aUyjVF3XbTOZz7Yf7k2mTRtALCz01tcPtb23f3igdQCkx/Vwd7pz8Mo3X3ltabF/7tyJL3/rjcjRdNoJ2g+IvvLamytLK5snzjTarGxsbp05lWf9edV4jDtlnY51UzWTaSAcpe3G1knrPEXk/8/UfwVdmibpYVhmvvZz55zflq920z3dPTM9BmtnvQMWC+zCkASCISyFIAmFRIkEQBmEghEKSqJ4Syp0JwkSgQARgigSWFIBYIFd7CwWOzO7O97PtO/yvz3mc6/L1MXpReiPuqioq1NVefLNfJ4nn+f99x94Z56/f2+16mrrnavPd+t333335sHR7du33aL5j/7j//U3v/yFf/Gb/8PXvv32J159/tnZ+XPPvbB++MFv/ff/7PjOixe74Rvfe/vxo0dOrf773/qDX/2Lf/nVV1fDZvcf/vW//rf+xv/04nKz3m7HkE7cor156/Hn/tWP3nvhu9/5ztvvvfv44d//H/27/163XA4lo+Dch9oaKIygY4h/8IU/5FAW1eL2rZPnn79PCl5++cWch6WXyqLTOueEInFOthXdOq3d/hBvuequr7Yvv3z7D7/ynaZtNuupsbUGFi1zCq72ucwl5n6Y2qbZ7zqkiZmVUuM4LmrvrVuv113XaEMxRu/9Pn+49t7XDe41flxQUhhBOw8CmkQbaJaN9i5yOlhWhtiTFiwSS5FCWiGiMQBGjSlkEKWUZCEUkIIiIUzee2NX0zQgilIY5wIs1hCCmoY4jqPzFYvKuYxT+N6333/n7ccsk/G6SJ5TLplCkBhAKb9cLOaQkIVZrDYayRg3jckpS1prljEMulJuYDLe9nPoOreJ0/3GTSlArZ89vfzi17780eeeP6nMrePDFObtdrv53g8ur6+6bplSOlgufGUL89XVdaU6kBxUWjM8fvDgzadXbz++rpcn6ym41o26u9icVzE/3j37/tn47nvvGU8ECgLVtrJNRaQPm8NXX3q5W+pPf+rjr7/6SntYWdcImvWmb44PL852j8+3mM3DB+fHB4cv3Hvh9Obtt9996933P4jj0Br/yU9++sXnX9pstzGmhw8f9nka577uDkXXv/+lr//25z73f/zf/+/+H3/7v5qF/sFv/Ca6NpMWhW3dZTSvf+wz//i3P3/vpY9WXD772c/+z/9n/9FB477//oOf+flfiAp++x//xsuvv3Lx6NE//o3fQGdwRaqjeZ41WYWQs2jLiZPW/nc/97t/5+/+vR/7oR957s69j736qq8sAI/Tums8Yum6pdeKgUWXucR57uvaCxAgaQUE8d7do+Xq8K/+1b/0X/yf/26ONpQECFbrBJExCStrWmJhQd4byShE1B9abYbQcFVXLsQJdWXIECkAZi4xZ+cNCIggsLR1VYrMqXinIjDPARR0h4uxTG3BnChnIKCiBEUxcUllnHkzjLsw+dpzmFRMSmsFnOJkHLoK1+tRqJAxu3WvreZSQmZvTdW1tq43297ZZmawvpl2WwFJxYTN3DRdP05E2hinHY5Tv13vjLUhJiLb+SbGHHkCZECOcUZdFIoOYSgpyFyU5ZhDRlMvqkKuWy2/84NHzm3W19/6+At3x3HmOW6326dnT56dXzbN4vnnn793/9RYdXn+1Oj6+mLQutvF/lkM33n34bZIdtW2H4cSlq4rRV559bW29bfu3P7vfuOfXg9qaVoojJkLgsuAnH/wva+/+96DxPO//OIXb56eHB8dvXj/JVD6hRdfcb6p/OLFj7wEprnabuu6Hsf+8MaNO/d+9s3vf++bX/3q1776pW99783nn3/+s5/97MufeD2k+PTy2Rf+4PPf+963f/gnf/6t73/7i//qX37lO+9vsvrCV79avKu7g0XbPffC3T/7K3/uZ370F1tSv/f//Qff/NrXf+qnf2LMUXIq2Xz603/iweNH337rrcTl2uov/Mvf0nHKGN/4+J8wjdGRc4zAiqf5W9/5wbe//e0v/cHX/uXnPldS/qMvf+mD9957883vffwTr7zw3P1hhHnUjVFpHiyp5bLr065aVbZNw2atHeuqs207h2BNtVrpe3cP/v2/9ut/9//5G1gspjLFmaEwg4hOmY2ivu+1NiDCQkTU70YAaKs2hOAbq7WuqkpECFXmVNWNIezHUHtLRFpTiRNpo5BJK8OyWNRJsm/r9bBbLq12LRGQxlwKIRNZX6lIAKSGaQxxamovrONuoFIUkqvNerdBjUa5zMIgqDQKutpsr7da25xL27aX62utbOBZKWLAXEDbLiZV+YMQorA2RtucWXKKEUER4Xa7tdZnLFXlSJkQdkqJ8Ub7RsNYCBELpxS65QEYOTg4wPeemqq+7HMw6q3H1/0uL3Xl9OroxIteHqxOT2/eZrPcht12yPM4F7SBAUx3fvXkfMqjUpKiCDcaDyv9+v2bF+ePkdu356nM2ZFXYrNEY5yxVonqFt1ldQna3L19v6rrpxe7x2ePHjwJIYS7bz65uL48OD5erY5fffljL7z0UoLp9v17xjbjON+8fefg8PS5l17+6h996fc//wch5Ovd8NHXXj06vfNLv/znfv6X/+z5+RmY5vYLr/2X/7e/87f/zt/+9t/8X/zJf+uv/IU/+5ePj4/vvXSnaey0gd/+R/8wbC9P7x8frbrvfu2rxAUkf/tb37i8emYcEqfNk+1CT97w5bD7oddfhc364cPz995+9JUvfPm3f/t33nrv7evr62W73McoN4tuvabLy2c/ePtbB6tFVTXHq+7G0cGP/9CnjxeruvZdVe+2g2tqS3rqr1YvHIT11ncHgqgIjk/h3rR67fUXv/SF7za2UdqHsAEAwzbHHChVzs1z0FqLcObCIKXIMAw3759miUDS972rKgVgjEWEEEJV+ziH2pqcgiIQYUUKAFAyIOQSfeN312NVt1OYG2VTmKwjIhUkTgGGiVNmFNCkDCBYUpXLMRWBIkobLyIpFmu99SKFS5HIWSmFAgpxHLZGiXcqppRzKVCU1kAgDDEn4wxznudYN363HUphxFJVVDcOQFg4cMwpoKYMWQnoIfbGKGTw1hqtpmHwzjBzyrIeQgY91jqtdzHj84ddd3zz8cO3r4c0he31NjGlkkdI0927d4ecN6mc7cbLPgwFxlKWVQ0ptZU5XDSPHr5/enLw4OnZk7PreSYiJYSV76jomFI/jgD0sz/3C5/+5Gfefefhg0eP0SJkefhsfeP2rSfXOyDzhS9/4+Li4rnbz/3cL/ziT/zszz09X9++2dy8cffhs6dY5jsvvKSVp4IPHz15dv3P3n304GMff0NZc/P2raPT23/xL//61772tR9959HxzRd+5Vf/4l//j/+mEUcAiaMB+MZ3vvWDb3z1tVsHm7P3Pv+bu+9+97tHB10aN6oy924cPH3y3qJ2eb52KKShgvSH/+K3vvadt37zt353t513V70zVaft4satHMM4jpK504cGyTiHlDebDYjaENaVffTksbfGj7ZGa63ZXm3aLM416clT3awgZdQIpNKYvUo//KlX3v7eO8NmRlMhKAJFRMvlMpZ9EisRgkiJMRvjrKuqSg/D4GqjjLbGlSLDMDtniACAWMTWNox9ZQ0DKaUIdUjZWxNjcbXhYQZU7z54+uqtw80Q6sYJUgEgpMglFTx/drm+2i7bLvYzKTBdtblOzaIbY0rztOxW0zTFmBer5fr82hqf5+hMNfa7tm3jPNfe434GQkQgJEJyRSDHUEoBAE0Y5pQzG+cQcZwn5uzryhtzvdlZ54EgpkTa6pBCKtnpNoeMFXtFlECIt2MIZB5dbd2cj7wu5ApuvvHu+zEPm8urhVsddcvCk7N4fLg4X/ebxG8+uziP5WKcBBQBDNPOIaWxoBD56qvf+X4RxUUdHR1fbtYHJwc5Mw+mcnaKu93QX11dffe735u3KYypoB7ytIvj9PiDIUQQVdnq6OS5dYDf/N0/Wk/mlVdeLR93Yy+nN25frK+1ISrwxhtvXF9fsqPNuPnnv/VPbt+7i+ozu2G83uxeeekjR8e3Ffn/4K/9h5gh41hZ58heP9x89/NfPFSi43Uar8/Hy5POGp6meYfWTjteegrjRlmjtR6n/mjRvveVrw0X13cPlr2vn8xp3E03T09tVV9ePus667VetItHl9eLw4NcuHL1uJullKYxBTlyipJMURU5ILg6uzxasUatXJ36nVkeQcwLT+3tanO2+/mf+cw//G9/hxk0aRBtjGHOqLCyvr/eKU1Eikg2210pHGOuuirG3FRuGKaqqRUqIhXGabmqcoleG7CqSBGGGAuhGG8VwnUaq7oDlCRqs8tPzXRrVVe13sdmFIRc1JMn108eXmg2MQUAIG9zLH7RjuNovdUzMWSGknPchVlrUqK0aUpKTleKdUW2UtXQBxSlyAJQDJByEDRaV8oQoszzqBQp7QAMKcwAQMgIw7DrFlWYEzI5q0GKFqVMZTfX/enRAVBGxhKic3XlGyYVFDFSsvWacfv0rHV2sx2Q1N2jExDRWdrGszJDlnWMl2F6Os4BRRkvcTZKWa0QzfV24DIm1kpXpeR+nrMwI8TMMQQAVUC65SLGcnlxvb4eHz55hlb7tgq5jDkXxqOjE2RV1Yu66xbLo5jVf/V3/oG1//DXf/3Xf/pnfvLw6GgMQ9MtP/6pT7//3lszpJBj323jPH3/e9/5qZ/+2X/6z/75ow8enJ2dPXr06I1PvhrLoGzJJV2dhe2TS1NyVRvFs9ZpTkV7N+7Wy66ewtZUHgm8dSGnINF6E+axtU0NsLKGQ3nlxReuzjdYMK57HmLdWIop9junaOz7yMk4rVDfOD202qx3m/NrIxDWWtd1XdV1XbdpCpHGYYrN6igUsHWNrAHsR58/deS+842b739wBRm10ZvNBhVpp0oKKJxSqWurNNZ1mxMTmhhytahSSoKAoIBQK2i7arue604XYCBUqBU5EODMwiIkzpgkbLwRxncfPa21TZGvt7ZpHSnV9+O2Dx+883jcTloMFSFSewUWglbOAmDbttM0dV1LCMjCgaddsOiZmbNMafDeT9NU+2acp8BZGESUUgYEco5FwBhV17UyOmcepkmYWAQQx2GuvZWYG+dDisNust7oMRYuAr5+tlkvl4epFKcrDWqe53GeCjMIPHx6Htr59tHRrqT6+DgNwwfnT08Xi0qkXa7Morm4ePqDh4+eDLsBFSsspRBALAVJlK3XYzxomsihbRaR++XqaPtk3lzuRGC3TTvq25W+fXKvgopB3X/tZa7dg3ceXl9uq2UDgJqVZHRVVVWVUsooPQ6zdvXRrVv/w2//i8cXF7/wcz91+86t1eHRvF1/7I1PTnF65523hqv1j3z6T9Rde3n25O6t07//9//rT3ziE6+9/qJvAItSWgwoLKYS3A3nd1qTrmOtdckBGdrjJqYZCGJMXIhZtLGV0dt5ZpLd9vqgq/phOOu3EwejdL/dbq97ZlgcHhqXZ85Omb5kQWbmnOa5H3KLl+fPuPQhHi+aLqR5jNM0TUrM8QEbry77teqW6yFstvNieePw5G7j8N/48z/zf/2//78h+X7XK9OQ1toSKY67wWozzlNn/dBPU0xtNgvXFGFrfSk55OS0ffq0r5VVGoORnHNbVzEnDQBFtCJEQYHauii4XHbtTtTF9p2HF96q49VSnW0Tl3Ec05yQqWqXMoY5pUXTelcPSg3DIFKMrbTWy8Xi4uJMJIUwkxhXaUgskhYHzfrqilEJ5TkNoUxCSRnSzuS97pChSE4ZswAkKKVkLk5XhKK1RWMx55JYi1jlChaJoGvfzCGVTEXRbu7v3r612fWtsUqpUjgBzCkaZS9D2jx5eHO1rBIdtcvjW0ud4kdfvI9KPb64eHS1Pev7iODqCndjykmhEsW+9iUnICHttK5DYeuqfhqNMeM41XXtKrebdqWX9x88OPZHbbu0YR7y7LuqVmbKcb3d3Ty5sc9sCTkxy/l0bmx7587drHUI85e//s0fvPXm66999Fd/5U+/8MLNi/PzzXp4+cWX7926/ezZ07ZtteDv/c5vt53/9X/n3+4WNsZkjBKQcZ5Toi99+YslT9vtdOT1PPVtW2/HngoVTsCMipgZgHKRlGZf11YVQT1swjjswjyGkrv28P7tk13TiDJKazR5vds+vDwbMsc0Hh+enHaHq2YZ+4mWTQr57Nk5HxbnnMn52fXTo/You7F19aJt3GHbtu3tEztFXHWWdEFb/eqf+an/5u/908afZDBTygbROWcFcwxt27EkRvC+nuc4TcEZk1La9jvrq8uL9fp88+Ttx8bSa5/+yPHNFee5a6qUAUVSHL0zXCDkQlWFVLSh1Wo1bHcJ6KqflVJIkNGwAYTStD6JHB4dzf1wOZxb44uU01vH46ZPIc5zcF4jBmft5rq3yknRvvPTPKCR7bRWZIy1yEprTDkIBwHFiEorFC1SBKCUVEoREJZciiAWFEgheOPHcdTOWuuKFF0RzfOcohwedXWrxpJc1yjniaj2HuJcjOFidmFatuYihiNlb7cta1qcnr4/Xo/j+M67j955dkaIi6PDoDC3uuzmIcfKuzmNNcCqOWZma+s55n63SXHOOd66c6ttO7VydmPnsN1u+rDO3m0vx+2QQoIyDdsUpVss17uNrbwCNQ/j0+uhiHK+Uq6epvjya69ngaLrb3/v3W9+67/4c3/xz/zCz/7UycHJ0wfvz3N8/vkXHj58YL25uDj77M/8xPJoOYVUUkZxpNXUT9/+2jcwM6e+O3JxnIynYd6y5ByVQkJLyEBEIhIy28pi4rkfylwQdSnS9z1VHcPEGbwj6uzT66thSo8u11eBh5y8VqGws3WeQBFuzwdJvBs3/fUUxlw33iszPluvlJolLtqqTLtmcQB21YGewrhYtirC8/eODWQrPM2TtiaGqSg0As65cRx9ZUqRfphu3VoWBiJSynTL1dX1mlAL07OnV8JcFH7afUKtmsur0WpzfGCUq3IKStmFs5fAVgtSDrE/6CoRYdDdcjHP87ibtEHm0ufgKkSGqq2cM4lLVzVAbB0apUVKKWrWahynbmVKlCRpt52QUHVWJ7GmGqdSrNGkx11USnxlmCWmUorsjRSNMpoKg4AAikhGhlIt63EcdWWHNMUpHhwutRQGllXXipRxl8qyZlG7oY9pZiyIEFIsIkoTGr0d+zTvhvV2tVy0ZzaU8erqGjIhwNHJIWijSW2HXsrerq84jSUKS/K22fVzjJPTatUdxr2lFEJX1/M8M3unqs3Z5mq35ounrq3B4Gbbd82y310fHBy0XeVsrVV977mPhLlY77rF8vp6V4TbZhUTazS7cfyt3/2Ds/PNZz/zxqqp647mMN+6c/u3fvuf/qlf/qWf+NmfIkLm0rZVjPLs8dUwzIerO48u1lrbeZ41Z+GsFNb1YtzsbO1Rq5SS1pRSatpqt9stmoVRhrTuY2rqLqUUwnXXtEWXgPzO+28PhccCZ+M4oSJjtmk8VhRLYskaABjW677pmtPTmwAISc6fPrlxcPTog/eOX/vIeH1pzUnoB3fUcUxOGHk+WB0Mx+FHf/QTf/QH72jVCWFOuXa1MI/jZK1FVKWUFKIC5JyFMaacoFRt06/HmEvlFv267zfp8ny0yvqKjDExg8ZsjIEMAqBEtAIl6cZBVRFJFtc0yqmdkmW35BTmPntV7S52qnJgxDFgmrPktvG3Xrx1sOq6pjWexmFT13W/my8vNm997/0ffO+tzWbDzMriGK7EKiAYJ6laNN6EeRrnWPlFXVcxJGYGQa2tUphKLjkBglIqF6maOhXxtvaNFwV62w8ZZUwzJtbJmtxMfaLWWG9SSlZrCiVj9t6bHL0yYDJacx3Ck+2V5rJoPVhVK2y8qapqNwukaDQ5UJCi0cY2NMYQ8gawGGREHMd5nCcc5sOCDr3VrsSNsq5ZLXwpwzhO0wQRamcbpyrnD7qmqytBLSAMaTdu69LEGKdxzqBs5Jdf+XizOMggunLffPPR/RdePVsP92+t2q47WlWf+9xv//TP/OTJwQqVnkPox0FYW9WC664uzlJpDg7vxqu3cim1I42kmGpbYaYpZmYpYTRG5TAbUiJSGLIAaRVSWnSrUGDd77ZV+ODs/HwTIrrIOAob58Y4K4JNHBKFIWyObpxq4k2cK1W99/DBvdt3eJgl8sXTJ9xVZwfuoydvhDG7rioxiiANI5YMi+7uc8e//lf/Aqp/8kdf+mCco/N1jExE2le7Xd+KrbTtnJPC2qJCHVJgkt0wKuuVqaypShryrOMoIDqlqDQoBcAEQCAFGRWAJzrt7FLjCyenxMU2KmQh1yRm4mLIXJwNu8OT73/3YSFSTuUyHh2vPvH6S0dL6wyUlOtOcz7WFmKo77xw8NzLx5/6sZeGYQghdE1dVRUzx5jH9Tz14dmzs+06XJ+Xb3ztBwSm5Nw09TzPm81mtVoRka9sSKy16YdBgLUyLGW57LbDVhPpkmLg6JQG0VIwpeLRFRAGyFmEkZHjPLlmcf/GTQnh8vpSEXZd12pxiorgom0VJJAU58jMMadZ+KCrRNI4Beu8M2wre3l+cXBwOAyTb+rEabvdjtsZEUGTJ9UddFebdQHRWgOAN/bw4IBQi8j5+XkGtK4Wue43o1HWGDeHtDo4TWVcX12GXKrVYVU1q9Obv/eHXyZIJ0uHeXzy4K2HZ5t/89/+dzM4ZmRbuQpTBJ7h2dPNt958cNy2aBZZrNN1TLu28VJERIahB+dz4aqyTe37vifAGCMiIgIRpZxTYeurYvSGQy+QlGbS1vow9PM8tk3LKaYYGeSlV162mc/Pn6BTT59cdMv64YMHNIWX7txpnYM8P3rnraOjg4MXX+V5BqNzKmoex+1GE+ruuOm6X/mzP/fBw9/44OHGaYNaXV5fWKsXi4WUAFL6YXvIlXM1Ko05K4VEOmdBUooMoZYs6/X2JXs7xqGUkjJbrUSkpIRETpFnrg3d6I5qKm2llIaoAQCSYqESYlm0frsbklbG+92wuXX/5ovP3dSm+Aq0yr5W47hr6qofeld1tVNV2x3f7BRASmw0aQ2AUJJowjiAUrC9hDe/c/XO2w+GzdQ0i91uV1XOWjuO496/dk+C1HUdcqqqSoCvtxvvrdaoD1dHZ9t1BkCtWcR6o4zKBY32ipTxyjjGlHOgsEu3TpZeCSk197uFp1XXDlOa02gan5F05/P6OgkDIoMo0vOc19vx9KDdbcf2YDmleHrrNihab84UIGcBwTj08zisDo/atgXC3W5X13VV1c4311ebi8t13bVV1ZRSSBvUXCQ4bVd12y1qTW3Ocb0+05XOxVetOTm5/Y2vffXxxdnX/+iPPLDRJ2c7dREntHR+dRlyeevNd6+ebgH0cnVYMd68dT9sHlgNYQihsBImBaa2pvIhxX63ZomQsZRcdVUKvSbc9IOvHCtha8D5s0eX683EaLquEpGi+LDp0pwW7cHto9M/+TO/2Gj39MEHxnaR4+3TwyH0F88uPnL77s3Tk4WhezdXnPowb+fhqmpqBd3cT7vrTbPsYhriQBahqetXP/6Rtz/4VzXVJSWtxBqcw9jWZpj6g4OlIO+GoVgkbwWBRDMrKRBSzJymODHn7dBby5kTJfbG5BQIEQWEmQSkwDxOy0UFzBoozrMoXRlTEK1TuymNJerO54ymNc+9cPf4SDkCrYEE4xyaqoZ98GqMjJpIo4BSiHs2QwAEEEUK2hqgwDiN07xbdNU87HJOxph5jl23DGHq+945Z6y3TqGh9eVaWVQKXaUFWOuqutrulK0BYMz5su/fP3u24FUC0q6Ou3kIM3NWRRowRbBtW+JQSvFNVSvWJStOrXNilFibchi4FABr7RyTM9R2LQqGkMZpJo3DFMDMOWelTUyzVZZzqbwtpfR9X3WAGkERAGqtw1yGYcrCrsjFxZkxplusUGlf1cYrhXh9dca8vXlb3b33nNIchl1zfHR0clwvD779/Td/6c/8hXC97Xfrf/RPfvfWvRsByvfffvPJs4vbt+575W6enopShzdPFsk9SARzdKiYGSXP06CUkgSEWNXWGQeEXKDfbkpKkpElK2dZ6SGlOeb1EISsq+q6rq+vz0sKTb0UrY6q7k//7C8+d++5NM6Qy/sx7rbTto/L1XJRdUIa0BwdLL1WznZDDJYl9VvXHjWLlnN5ur6+cbxsFgueaRP6GycrLmHo187XtbMhRWYRoaapNrtte3CSubAIiggTCiqhEkuMERTFGHPO0zQtVm3OedlW0zy13oGGnIoASBYOqTnsAIvWRlKujWPBHDMSzsyoFFmja5umcOfWab1QiqD2oARCiESEiLmklLMxvmQxBmOUUkApIAIQYC4kyKVAVgqha11daSJhScx5j+/GmJlBkdHK5lymeWCSw8PDnHOMIaVQ1Y5+6df+wssf+6RbnkYxQ84jSLHVw/Xu2abfpjiXmVUhZbLANk3X8/bBs0e28W3XVJUzCmtvu7qxVa2836X03tOzuTAglVJKKeOYhmme5hhDJtRT4nZ1kLFUjUdUily7bBerrvENohIp/bDNnNpF89y9e8tuQUT3nn/u6PhYABaLRVVVu37z+PHDx8+enF0+3W6uCEtbKQnjg3d+8Pjdd7/99a+lcb66Wt+4cetqu0ssd+/fZ4Hf+1dfjJmc7557/tUf/dFfODy8Owd+8+13EHHY9e+99X4OwjM7NA5UZXRtnNcaU9LAhnAY+nGOMaY0zUZpY4yp/HYeh5TGnN97cjYVLMocHd5YdCsg5V0NqRwvVr/887/4keefD+P4znvvPLk8D1BAm6fPLh48PH90thG3LLYD65QyZczH1Wo839hM8+ZaCNobR9XRcT/lMCbIRdL86L23MUVvbEmMQsigFO3zBxlKyKFZNN77eZ5TjJxLCjHOoan9bnONwiXHOcZUiqv8PoZ8CnMpWVtjSFXGVt6nFFKKc+iREEohAas1ZjCKrCfR0E87V6vDo04RVx64AALstQelFBEBEaO0d6YkQBEU2LdYEUARlqysQmIAGadtyhPnuXaWc1QKp2lGVFyQiKy1OWejtUGdY4lzMsqu2g6SULW89eonf+KnfvrXXvzIpxcn9wM1X/3uo69979E7j9fXY5iZBVlIkbYJ5Fl//fDq8moahpJV5VhTn9IQ4lxgRnr//OJinMk7az0wSgYCSHNWqKdpstamlIrwdrvejTsGmef5+uKyrRsAqJ01RoUwXVxcbNfXAHDv3t2j4+U49tvdupSitSUho+ytG7dv3759/87dpq0qawkYJR8sV0651nXvvf3+wwdPb9y+0zTd2++8t1gtReRzn/vdMKc3f/Cus+04hLZdvvbxj73+8ddu3LjBzOM4n57e9MZKYeDMOddNBQCIoJC890TKG0ek66bTvgJrM1FWmp15cr3uU96EANoySLtYirKbMGvnf/zHf+LjH30tzmG7W9+4eQIKsmRtfbs6Cll/7JM/Wh3enrGK4ED5RbNI2yFuxrAbfO2wMlnj4vhQW++aNoRBSoZUIHFJUNctA5YiORcAUEp570U+zLUD4JwzIiDiPldMISikfSR5KSWEAEAxJ+Oc0ppB9vBOSimlpLWuq5pLLjGmGMMYtVWlAGfgFLnMq7ZqK1VXBAIkSYR9VcU0KyIiqnyTUmJmJLGWlAZAYBYkQIUiBYBJAWhsGy85pRxjmolA9mbkRay1Wpvtdts0TVVVzlWSuDI+zYkLAZB+59G8Wt7otH39tcNhePrOu99979E7mzRcjOMACEgAmEcmUlmVbcll14eHj5feH7V1hXnZtMFSBPXWew/fftYnAo6FCoMkg1B7sxtTicFqN83DYlEP49b6CgDa1luSMGZNhlBsVeV5rJwXTEqpr3/jy8/OHllXhZAOlothmHLI3lXLg0aAdutdnrIltTw5aOrV6c17w1Bu3XkRbfvO06cfvP8ki/74qx/7/O/93oNXPvLGpz/1+1/8wpf/4I+e+8jLkIRLTnE6vH2AVI/bvkU4Oj05+85bh85iRmVVjpFETSk5Z1FRjLH2VRoEwQx5Nlqvx2lXyjaXs910NYdtKnW1TClFLs8uLzb9BOQK6aMbp6go5VBV7vr6WhtqmibETMXNRX3s0z+2G8LrLz93xMP4+E2TBskZIFw8e9RWarVamNUBhixjhBwACwtLIY21UtXl1a7pqiKhdZ4ozWNgZiKKcaZAvnFjTMZpEHTOAIj33mvT+IoAiMgYU0C89QASShGRMSXSVdPV8zxnLnOWypjMQMoAkhAYCzqAIT7p2psHi86pVoPEmRSgKEAw1uZSiNT++2CM2Vs0MwghMjMAADIjAIgIcApKKeft0cFqc3nGzDkn7ytSZtf3deOthanvs8g057quszBpc73dVZXTqroZs+GAzp4qXb3wkYVubzzbXcDlw7x5uh2uGASgoABqKAC7AuP1eG3Gi91u6dRxxs0uPrm43gqzBSSV53zgG2R1etJZq99/8EQbZTWhwpiDUTDPY31wEOZJK2rq+tmTJ01tjVWVeFIqFUbE1eHB2dnTUsRYX43jyfFNEbVcHjTd8vr62mpHBZmL0ZRS+N4Pvnfn/ssPHj8wbgFCJzdObty48coLz3/n61///Oc//5f+rX/jf/O//F89efKkTKGr/NnFM6jIV0aklMrqBK6utHcllBImhpzLhEob57S1IQUoIiDDGFJB6ppdLs/6+eHV+ve/8vVn2zgVsNYN82CMW6/XRThJMaSeXV187TvfWjRtV1dGV80i78YBhO7cuZeyLCLX7WF7UpOrWtucPXmvXh2EHgH1tp8uvvuDO8YdvfIqukaJAUbrfNPRweHxnHJjbGtcgdS2i3novQfvfQqZU/bLdo/zFMmEdo4BFOWcvfcppc1mc8o3RIRIp5SAFKKAiNaGskwxpJSNMVoZJBQAsgaJhjFoZYoQISuOjspRY2sFyFBbm3MA4lxYqf2VN4iItWYvwtw3zr2aLOUAwEoZESmFFdE8T/uWn1Kqq7aMRYD2Pl8hBOZkrSUWNmCMCWEyje90F8Kk33nnaePq4/owEhWqtL/10Y/eOtw+dY9XH/zBU6ucspTnUHhGUqUAKABSI9I0pW1Im7SZJwnaJYnK6qkPCgBK/JVf+oW/8lf+zW9+8+t/7//13wigMS7kcHl5wZwOuiVKrhrvyG4vRiklJQybWRnHpTRVPccAACkVa23XtiCUQlweHC8OVtur7cHiwBzSsN0Zo4ZhsE6MNW+/9712eXLrpj9dHd5+/s7N26eU+bWPfPQLf/jFYYw3lqtvfOWrv/Cn/qQhWXT10Y1jMrC93uVYTlaLMl6ZqsaitLOCsW4bLhgSa4vjEJRAU9fKEYO+6uc3Hz36o29958Hl+jpCYNDK5cTKkGAukkMI3ulxHA35f/nFzztjX3/l1TyFy4uLcRysdW+9+a7S/ujWnRu3b19s+pxzhLw6PJ3mc90e9dfbk+Pbi5L9DO996wf3X/uELrYEGgMHUcmSXvjtPOaCpLhytqoqgJBCBhYijaC891NM1tc5cwZhwoyym8ejo8OqbeZ5TkVJYWOUJkUIAiXGYJVJnEvKrGiepXI1i3ApMWVfOwaOJbbWLisvMadx13WdAsglKqUAUCnaj3zWWtIGiQoXpZQAoFJzDM5YQ3Yvg4xzQaCcCiJqrZ1z3thpmqxtlVLTNJJSxqq9bUxd13Xjcw7eaYKy3V41TUW7YSyA/ZyvNuOjs/WcjUDduMPaHi6bY2E1z7MhrIyKc1EKBVXKMhYZCvQMT4fxMuWIOgIU5uWibhz+4k9/9n/7t/7GzZPFF3//Xwybi+312bOnD5ySj9y/tbAmz4M1SMIhhJyCJppD2EeXa62hQNcscuKqbrW2Bs3LL36EmWOMV1cXVe2E48XTJyCFiJZtB8zCcdF5hDhNl0+evDv1l88evZ/n+fBgpZS6uFpra9544w1nTQrzctEeLLtxNy6XB854pXS1WByenhZBAGqqdhrmkrIUTuPsjXXardebJLAO8b1nV7/zha+++Wi9DlCMUb6ZSwGglGLhEOK0WCzGsTdGFeIhhW+//ebvffEPHjx7xkq7us0Cm2FMwqnkzWatFFZ1fb3dhJSq1XF1fOPm3ecWBzdX3QkEXNWHl0+ujWtU3SnbXPczaDXmUIhBgauqaZqYWZMypESQAFMqXEArS6SnOWptpzAnLOiJnLK1Ozo57LpOqX07LASAiFbZUgozM4NRVmubEyMiACsUAmDJVquYA/JcO3PQ+hwLgdA+boEZAIy1zjlE3JvfE1GIIee8H7URhZlTTvM8M4iptFJKaTONs7WeiJytlFLb7VYbsydvp2mqaidQcggxBs5REawWXVs3Ost8vb0aIJFyF+P1Jg+t0wfLFopydonqTKkMkGRv7SGIjEKKlGLOohDIgDJBCjMTUprHn/uxH/7P/0//yc3jw7NnQ9e6Nz72yo999idf/MhLL73w4qMHD/7T/8N/dtXvDLFCMsZEmhAFBKaQCEJmsK6Zp0hknNNpzswYppjmtOHrKU6X508rVx+0i4PlYo6JOXutusNVH2M/DVcX88mte5dnH8jpnYOq/chHXvybn/wb0zRdba5A4cXVM3DglktOqMDmSRrbpCmHMbfNwQ6sAsehb40bh+CUScNkrS1IBYkR3nnw6Le/9M0Hm2lisI2dQtEGgVSRogiogDYKkA9Wi+v1VnkTc7mepn5+9L133vnY669/6hNv/MzP/Mzjh4/OLi6LECo4Pj2CeTg4OBgfr588uzo56PxyGfphOyTqamuWh/fugHecs22b5ZF/890/stamkqzRIU5157VgmDc5ZwVYiqSUMOZMgCwgShtL1imvWTM4MLXWDnOOhZUmrxFSTgRKQCpvUiCt8ziOB80BiUhhRURABKABAdBpZZTSlbJOIxQAEEalVCxJSna2EpEiAoipFEREpfYwLHPJqASBkJRVpaAIkNXOqbZdhBCZQUBSjEdHB/04Zck5BOf0MAy1b0oq6sOpBJhhjKO+3F6tOhWV2643u7jruI6j3u12U8hWdyWrzFwgA4N1hpQZ0wwAXBiAWKDkwoVQoTGInG4eNP/J3/obz927mdN0cLD8z/+z/3SxOmm65frqatl2L9w6+eFPvv65L/5hW9n1bqx8W7X1MMz7mw5gNEaP88RAddsa7QJGYTg7v6wbvxn67bBetsubpydNVY3TUNWNMSZMMYc4jSMi1lV9cLC8d/9e3R70cy8am0U3p9jVy5CCUnjv/vNj5lJABMa+LzFZyDcW3ZOn76w385Fm5QFKlsJKSbtanV9c2LphkUdnl+89vXi66YvWhrCfIiqb46SVJUSQQiyrbqGUYs6IyAWWByvlbRhj4vzlb379y9/86j/93d/6lV/+03/+z/9FRbZuu1gSCV/tehEcdtPl1bpdXt64fae5dVR8rRfLCABxXu/m9U4+97tf/cqXv15VJylr5+3Qb2IsDLg369w3s6ZpyTkuSQDqul5f9QDMlMhDvfSrk5Vzuq1V7RVwnlKqnOcsStEuln6cL6/WR0dHgmgtlhit0SDIuRitCogCbGtP2kFOzts9FrF/3D+UXzGDCBDthUT7jrtPQ9h3YgFBBNKYczFKTXPs+76qqmkKxjpr3cXFxWK1nFNUoMZ5PlwdTFPQVgNALhkKIwoR6BDgabyWEuacE4xDHFzG1lWo1Wp5azk+udiNQKpAhKQwsyZDRALAkjklQAQUbbQSlgD/wV/7H790/xZLVIq6rtOakLhfXzbW8TyFfv2nfv6nv/K1b11fXNXLJWloVqtc1hfXF+2izUW8szPPCvWzZ89u3bpljLq+vtZBm6CU0YVzLvHR4weNbQn18fEJy1C3C2X8/dsnj55d5ITr63H6/rv1cqN9rbQtZADg4fklIrV1+87jZ863BcapHzTh4UHXdMvdtN3E4g9P0xBCGTrnUy7jPJBSpJUgJ2DVtO89u0ikC6MiBEjW6jClkqN2Jkbx2qy6xXK5/Ob3v2uMOzo8ZoZSRBk9DAMqGMO4fvd73/q/fOdzX/z9f+/f+fc/9olPTYmX3tarLqTp7ksf0whP108uGG7cPO7u3oHKM8D2ur/czv/8n33pd37nK5VZQmKjMU59W/t5Gtq6RaCUUgiBtAIiZi5lv4OhAqicXh3Ud+599P7de6c3Dpl7BY5ACKT2LsZklE1FyKiZWZSecwEA3JNVLMACwigEwiDQ+Kr2VYiZAHKOzJA5eWuUJmb5sDRL0coCAiATEgMT0V4mBYJCkiFbY+OchMR4l3L2dR1TRsl1U+WclCJEds7Nc2SRAkVpLJABkbEYq3TMKCD9vGGRzFNT1Xks85RZsmvV8fJ0jtshXCtVMe+PCVhrzSJQhACIVALMYVYKXry/+tHPfHLV1iwiIJy5rltGUAogMgmfHKw+9fGP/chnPv37f/gV0jTMo+m6BFy3dYzx5s2b6+0WEVOOxuirq0ut9cHxchxHBr558/QUcX15PYfkVHn27Onl5dXxya3zy+uqqkn00XJVyDLg00ePzXqHVX10fEqkCfD05q3L66uYJORwsZmWyyWQ2uzWxqN1uNlc+7pVVRd7xXPiMqcYjDV9GJSzQhK5fP177z65vp4yRSCHggAljkSgCVMKpI21/qBddL72xkcO3jrJEvsJALq66eOuSGm6ehrHP/rqH/7gB28Z7e+/+HJX+RNj/vpf+58899xztm2X+vXzYWNu318XUQkEQddtt2y3/VfHntrDOhfAAijAuSjAGKPRaIyp2kYplXIE0kqjtkpEbt9ahbl78aXTprUg4CwgV4vaUA6kae+jmBjJm80U+hgu+4GsZZBc0BAJF2YgopyYtMJcypwj5MppKKyVAq0AkTkT0d6ZUP1x/BgzAzIQ7NE3JEJEECGlGHLk2VkXNTZNs+/HWqsQgnIGyXApSpHWFhKnHKz3QIKKCpQUAhDqMANQyWViKJCZQxIuIc6r1UIruNmeKsxvPR6LBAQQAAQMMQmwM9ogpZKBCyqxBJ/9kR+5cXioSU2lNAdHMs3IpZREWkGKAIBaLxaLX/3Tv/y1b317SNl7f7W5RKvjENu2JaIsbJwtGCWkbrFIKX3w+F1f+cVipZRqqwYLWVsbbbvlIceCiMTw7W9+7cbqdLE69ofHB03XnJ5WByfrnLqu0wyVdcfLw89//gthmt/49KdWy0PnzdXFORGsDtp1f6Ure/vWi5GHR4++2xkzc98s6xBCZvEW+2ksSM8u13OSMaXV4XHYrj1CSKAM2Er3Q/bKttVy2SymYUSBRdVQKmlKnfXIgkb3u03l/Xq99s4hwXp9RWSHlOI0n7i2a/8/v/arf/H1T75xcueG6OUXvnnxvfc+OD09/va3v33+wZO2Ovz2N96/eeMjKZSYAk/zYtGJFOebkrIIa61jjPM8G2uVFWOtcypntgpspVCDNZIzO60MaSVFOCGYELPzVcmwGWaq/Xo+v9jtbty+AQqZmLkgEcA+QlsAyDsSQSli9jWZS+RsvfsQfgUWIUMaAGLMIlJK2i9eSmkgAYCSOJbIirUyIcwstNvtjDFElIv4ymZhkaKMQoEQgsRCpDW4XT8AiJAgORKtvfFJsrU6pWKszSkppTLGbb+u2GTRi+rkuLt9sXtcOBMCABIC4j5nGrIwkUIoGuEnf/SHDlYrKGyMiv0WUlFItnLTdlcpIzkzFOv97TsnL96/840fvAsEtrIPHz3RohBxCrNzNibWBJWzMUzO+7p2IYVxHK8vLneqt9aLhM1m89zd567PLwDQObNarW4cnEwhT33v6t43lKbx6PAQQZw2bdskLq+//vo/+ce/Wb/1zhufOdBav/Hxj83TJpax67quaYf15XY97HbJtaW1epqjNkoLxJgXy8MnH5w/u77KQL5ym82GSvaamlrPOaWUnLdpil1V18aNcdv5doizVdrVxis3DAPnjCh7+xYuKaWCoKzSwglRdnH4r//RP/qtz3/jh378Z0/vvTAUeHy+SQJd15w/e3ZYLUmGqj4cpmitr7VVxHGetCZE5b0ep20ISRiZs3W1KCklFSFrzTTNi6UnRQTFKfAGCFB9KH5ipSjlVMQUMs/W/WZOYgwqjQgaKXMxxuzFCdbaUmQcQ137koCLkNqXc0JAFgHYX4NJysAAu2E2xizaGgByCnsil0gL4r4TT2FubBsoee/rus45W1tPMfiqmmPKkZVSxpjMVLk6l5JzbpoGSEALIuoUZm1VZgLlwzghSZEoJqUSK1iWbFVSJ8v7fd8XnItkrTURAXJKZYxsvcqSPcKNlb91dFBZK1B4jjHNtXGkTOqLIsvaka8URD33Z+cPnj75YFj3dumxBmXxaHkkQgUEEZWUZVXtMotInlJja2Qscx70qCi1LcQ4V8Y+e/pBbdvC4uqqapopJVe3q9Pb22GOJR9ULo3DwUnjvLaNs7W7/+ILr77+2h9++UuozKuvfKRC7Bo3R2h905q66Jm64wuoWlUMZ7QopSgQVC4ndb0N62GOAPM0Ka0ZUJRNWUqmnAtIWVRV601JedWtHl9dUQFkNMaMKVBlLq/OlVGqYJIkIkqpqm5jTCxRG7FOTSkl6abYnW3L5W6HbJzzKaqjg7uQlORSJLcH1TgEQcrMogS1CjEWBBLw1oUQADoURlJMIKhBG13lwIXL1FVWE3AWp7EkIKVyTkrvuyaioaHX2xmQjNZaAeQclbZFmJCKZAArkrzXpSRUiohSDKSUtRYAAE0uokgL4Mzw4OHFxdXlvTu3M6i20poISebITiNoIkIAcLoa+iismDmnCET7aMih7+umy0WmEFKalu2ySM5SqsaGNCKBFFQKtXaQOHJJKScRiTkgFJHU+qYAl5iFAUh1fpnm9ZRDEc4palLCTBoTF0MKpNy5cXz35k0AUMYCTzGVOexEsDu5BWRE2TFODEkRckmGOA4ZdYi53Do5XTZHZ2fnzJxSqpyfx9lqo40bhsFoaxf+8mrd97ucs0A+OjgqJc1jPrx9qI1nUgBgKp9yKSUvlx0aV1L0dQNSYpp2I1FvbVW/8ek3Pnjy6M13fhDi9MG7Te1Ns2gKx3u3b907XNbdccgI5MNMULJSoJDmeQxg33vweDMwekOFgUWQxphIEIkqp5HEgjo6OKy9v7y45lzGfmrr7vDktJ8nZWhK4/nVJTiCAiICILvdxrlqnkfv3XV/Zf0xixaqCrhuWcUxExEpvVtvl+2hSEbN49grW5WUrCIkU4QFwVWeC+6GoaTkrcsxgtLMYBzOMRhNzqrCuoCownOIumlyYW+0gDACoBnmcj6WR88uLq62J6tlCpmzdtaGGJSyhYsxJsbZWrsfT0VAZJ+JiIIgwoxUmFNM1vmz8/69B083m83h8U2i0FRa7cXkBACIpPZHXTlx27jAsFot9nMwAhlvuEAK2ddVATDWjcNsrEqcnPd6D5kBG+9okjHwGOKgiEUl6zVzttbOJW3HYR62w/Y6TLNzlbPeWsul7AFkBJQCkoCzSIajg2OtlKSY+kGyNK5OI4cpT9tdToGZva8NWsnitHFKHbbVQdXixDoSBtFJYSokUJJYW/uqMVZZa0vKMUal0Ve0XFU5hWHoEVVVtymVkrLkcn19vRt2RbKUtGhq4pJTANwHvwsBcIrI5fadWz//Sz//mR/7kdXp6YPzs0dnF4DK+ubtJ0+e7fptLrsiV1MW1xZQoIypqghwtd1u+4ERYk4iAACIYq3umkZrQsR9lvs8z9u+F8IpzKvD5fHhCjjX3k7TdHV1xQqHaRRUKOCUrp0P82i9HecJgLS2meNutyHSXEhrk3Mx2pK2wtlaHYMU0SJCBEYpKSwiRfh6vRUEbe2eki0pa8HKWAXIzLmUOSdrXFU5rbX3FRdRSqUMBdSYeeA8pLybx/V63bWtURYZESGmbIzb8wuliNZ2v0WB0IdW3UX2eEgphQSMVsa5AjDHvN7uttfbx+8/RDApQs6cSwaAzJmF92wREZUCIUiM0Rglwh/qtpyt22az3ZFS++eIUBsyKWRkTCGT6HE76SlvOYvRlEqwzoY0i0jmIoKE4JwCEW1tYW10JWkDAFprKex9PYV5H92kJLz22mvL5dI5F+bZ2QpJxVB241AAlsZqzMpaFCqJT49PbpzceP7u3UT1t9976+n5xZTHylZzLt6YfozdYrXXFRljphBjyYvFQikchoEAhmEwZBvvAMBYrbTbbns6oDnPRDyPO6UscTaEV1cXB8cnKYRkJxG5cePk5OTQeFeK3Lpxc+53yuBLr7x0vrkWa0Tk9osfefCd38Njtew8Yoo5VV17/ejiejMUhiKgFSFQKZmZs7AxJqSZSBHpdtGlPsYcUFNVVTePT3e7nSgsOReQXBgIRQSZFdIcYuW8SFFKlVyyyuJKlshZNle7xWJR+SaE1DRNmSMjpSh17cdxWxldOBtjcs6glFgcp7DbDUAaGJ2zWikknVPyrRcpzDzMk0JXK1ViNtamlJ3XSZTRtI1BGb3b7ZxWWdgQSmEoUECUEiKdQ7ROIyAz7jUDe9mA7AViSolIDNF4G1IeIl/v+sygld9tehRCBABCUMZoZtYIoDQAWmtKgpwzS9Fai5QpTs77Pa3gvV9vNsY7ozQz58xCEkPGfZxvYZrzUFSYeUJTQtwpLalEACJAEgZMArGUFMYJRQErbYzSugizIKEmZYpwznB6eqw1DcMwzXGz211cXIWE05imYcSSSwwwR+t8Y+uuWd27de+Nj3/yU59448f+xA/fv3tfa6u1JuvmnFhknscYJmEEUoJKGFMsfT9a68eYBOH68gohj+PWezv2u8rbFGfkfPbs8TTtEEpTGaPV6dFhChFFKmPmcffs6SOjxFhA5GXXkLAiKCkcHR7evn375N7tG/fvjTGDaEMKgUuJcxivd/3ZxU4ArDWlcMpJKTRGEUE/9PtWVNf1OM5jmJ+en2lNbVM7o51S0zCu12ulFCoCrYAQRCAVJaxQSAEjO+eZeRg3zhMiVlVTCjJSzIEIvLFSoKobQUKRnEL4Y3J7r5lCRO89AOScAYgL5JxzzkQEACklElBK5ZyN0SWl1mvDUCNwzo22tdZ3b57cu3miIac4l5KYhYgMYZpD5S3KntbF/e3u/teevEABFFAECFAQyLoxBEDFWeY+Pn30LM6l8IefZ+9iVHIOcWKWfXlVlUMSY0wpBRHbth7HUUSMd977GGPIIUtGBb7xmZMyxFB04ZmZFKh+no3SOWSttYhAkZziLCwiVCilREQaTORYgIkopwQAOSUicAZOD480kjEaJV9cXIe5YEZn68p5Z61ondKogHLO3jW/9Au/3I+mXp7ceeEFY6vPf/FLV9v1wcHBekvOcc55DgVJOGUAMMaKYJhTtzw4ctWwHSpvHj1+0LatMca7rqpqRcycUw7rzWUBAa1FWV2gCHWn7W63M86lOC8OV+vdNoY5zJxz7vvp8ePHt+7d32y26/6qn0JIuN1MNw8XiDrHIExXm10SAIBSBBEAgIi01v22FwAB0UqJoDFmngJpdbBon7t7Z9ztSikAIrlkLoICsM8mllKKt27KqWqqKSTEvXxEgERK8rZKWbSy3nsBJtJAgqRDHIlIuKAiEdmvPiTIBZBlc7U+OHF7VXEWBsIQglJotbGGkIs2Koa50rZkVkyp5LY2BWBX4u2Das4pHnab9XCwakmB1iqE4r1LqRijcuYPNQlEe+R1Lx74cD5EZOHIsh6Gfg65gLWVlNJvB2HFXLQxWulcsjB/SIkh54REkFLKnARKVXUCBUA3TTPGULVNSLFq6nmcjFVKqTmMWmHJsfJWS06A2KfsrJ9jMsoXFuBUKVOIlNf7j2grP5cAjEWKElAM9GE+tHhtbp8cNdbzHHVlYyxaFAPmlI01ztdZmCWYyqG11ioO8917z+92qm4Pl3kaht3jh4+231lDEqNsyIPW2lZorS+JrSlDnOcUD49vrK+3CqHyVmnNUFKKH7z3zq07LwAhT+Xg6LCqnLIY0twBg5Q0DN3hjThMYJXW2hu7vVq3vsqBN+vd3dv3fGVSiWXmZGTRLFPdHR3dkXixvu67pjhl1/1wcb3LhBkk51xXDhGneR6GAUkUIqDsFda77TBut5kTRFQaxVApuNls+mlg5CwFvZLCGhULz3G0dTWOvXMOUgkhaJgvL8+PT1+y1snIAEgKOeecBIuaZCwlWwTSShubSi6JkcU5O467MM/Hx8daWVKGSYkiUBqACKGtbYnBaI1QdK1Lzk5biFkrQRbOqTPEAjeXtdJYwsQ5WF1J3q8BICL7qg0hScn754KIAJhIEcGeks0A3toyZrKVqBkB+n43T1kEUhFtAAAIhFmUUgpZEQqhsybGWSkVQvBVnROTMikXEELEGGPh3LVtSSGnxKUAgHeOEHXJeW9figorXaFoC5az7HeXLJxKGoZd3XhhtNbHOKIqzEkriikaolyit8Y7R6DGcZznsOwWO5kSq/XmSly2K2edR4P99VVtnTUVYbAKS86VM2987PWh76+urt5+8CABrA4Op2nKKcaQh7533hujplimaSKiyjtCmaZh2XaS0NXt2dnTEGPlLZK0bT1Ng60pp3D17Pzg8Mb1xWVzwCe3bg59j1JE0dHqMMxpZ3QRHqaxqlzVNlaR0bw8ODZVNw7PxmmunFIEc8r9nEIGrRWRCnNiYaWprut5mkipOUYRmcdwujwWztPFzpPdd92Li4th6kkr+rCBZlTaGAOpGOeGeRaj8jQZdIBACuYwlJKQeZ5Hb5ok2SDu1ztllABo0loJIiZmawynnFPai/fiHHI2pZQYZu9q1No5E8dhlGIVM4PRKpciUoizBtSKYpqttWmeEK0FPl1U5eRAY0YAYyglTikZrXPOzEopBNREJAjMeb+E7ecTRZRSGpBC4d00hwLIYnR1dbXhAoiqCOv93rpXd4uUnI2xiYsxxjljrQZCjXo/zxiizKVpmpJ4jhPHVFWeWUop8xSqqiKtrFG2ckYRjCEqbSSyxPyvTywQkZyay4yIc0hZJIMIkZAIQiFOhec4O+/nGIx1tm42Q6+8ZSWoKaWQQ0TJw/VV5QxnRlTW+qOjo7auJGbismqbG8cHbVNphf2mB9GKSXJpu06U5BQIcpwHJNZOoyEFOPZTCBFIk0ZtYBh22/X1o8cPkLjfbaahd1aHafbalDnurjZpCkZZSyrM88Hh0tT28eU5ahVy2o7DXJLz3lS17bpIGElA4xjDdhinVEIRAIoxEhERKKUyF2WIJRujjXbeVdM0A/A0TUfLg7b2RDDNcwGJOYQUCFCrPeLzYSI4IqJQ7SvnTNe13rt5HpWmGOe6qQAkxkikiQhJKmcMobcOCuac93vPXn0iIn3fxxiVUtuh358DiMg85bputLaaNBSYIhvlgoiQyRr7OItRBYrxVitwKKbkpTUOeE+5lpL2dSlSSklEpI1hyfvOqrXWmuY4aU0hTFprAMos2vt2tarbbrFYCuP19S4XQcR5nhH2qkhSSqWUQCClZKzabDY553meY8jzHHPOIYQY454/25/ZjTFmBmWccj6ykNYmxWKUHnd927bA2DXtfnhHpYQRABiKIKPGxWKxPDzcE3bMrDUUBmvh7p1bRGSNU8oY7ZbLg5yjcxZK9s5okDzOnnSaEqSy22xTiCWneewXXaMAT1Yrr/HOjZOu8gRIAPM8i8j+CkVrrZSqG2uMmuMU//gHFaKCo6OD3XbdLZp20Wy364uzZ5LTNOxKjMJlc3EBOWkAJYCZFWrkknNarBbtqg1p7patMuQby8wphcAxK3G1T8Cm8gVxO05Z4MOmInlfdqWUnLMxJsXMzMK8vrruxwE1AueuaQGAnEqQhbByVeEEACQAhIlLFkGtjNI5pjANMc4scZoHZk4p1rVPORApoy2LNE01jr3SOI5j0zQ5Z6t1yhkAUs5Koa08abV3figpz2OYpziO47afAInZKI0a1DCDtS0DJhZT1Ui6AO5hAA1ipCycPeo6kMIs3jtjjFK4R2QRkTl92CYBlMZcMiLmkve3tQBAyhTAJDClHAqTNiHmGON+CyKlhDnHIozOOWaoKg8A1mgiUkj7zWSPGBpjdrudUmqfBMEM/TiM47ifoYmUAYBhGLq2lcgotBt6VNRPo7V2s9sWlqaqiSikOKc4D6PTxmqjEUqCygBkwMLE4qyVwiVEBVg7j8AHq8Wto+O6qhyZuJ3Gy40qmPsgKaYwrZbt5flFinEah4++8vKv/pk/9epHP+IUSeGT0wNjETLvrrYhJGt94sKSa2tu37x5evuObaqUwvr6IqfonO3HHgiaprFa5zlcnJ09fPB+v72yBvM8lTDPu6Hf7aZpmOYBJS0Wdcrz9fZ6DONy1Shklsicx2lrHYoqUWIseTOMWaAAMIPVxiqNKPsO53xdGJTWTru2aleLhdZUVZW3TiGmkodp7KdRGWLOCglZUg5TCEyonQsxT1OonFNKKS3z3Oc89+MIhCFPziki3fdjLpElsWRNipmnaaL9aWEOQuJrN6XomlpZPU49AlfOtE1Te9+2C0B1frk7u9idPeXdBiABCcQMRhnJKIU4cSnMmY3WnnSNWqdiNZECRCD14VO+/yGllNb7cREQC7MxRimFCPvGP8+BScXC6Bwo0tYBkLUWFf2xqFz29b2/BMu5xDjv4Y6qqna73X61BYCSsrW2qqqcc05JK3RWe6s1AQHrUoq2NsXCWThHY91+E2zregzjcnnQj5u9s0hVuSAsWRfOdduGaWcthiAKYJ/6PI5jXbWLg4MY5j16V0qxzoftsN2tYxJl/OV83a93MebFUu12G6VUKaWr/It371Ltfv4nfvz733tr2PRNe0DCi7bd9uOw2w4jkwFtaOChFNHKLpbLMPSbq2spq5yL1noM89HqMMaEDJW3SIVIht26ASihqavKG51KkcKci9by3L27jx4+3G63IryoK+Mrzrlfr283OsZt19ihn3f9HBI754WxcIo5u8rsgRsRSSmVzABwfXl1crDKOSuERdtK4ZxzP42MYJwLc6/M/laNtdGoKOWkjbNKp1istVlYOLGUcRxPlrdySa7y05RCSM6qkIO3zlpruq6kuNfyLRaLYRgKKVfZIjmlsFrdQMR5nLw2gVMYxzFMJeZnHzzbXa9fuf/C0dGyPnTLVW0cegcogNqBpBAni6iVNqBDzjkmbVUu/7q8eH9uIPIhHMvMUj7srABIWilQliCGHAtHkrZyBDBu+u3Qx1xDjEqhMAujMa6UDw3prVVd1xFRVXmWUlUVAxKitn6IoyE99QMpJERmKCUnIiicc6bCKcbIIoVZofS7TYFSd+3Q9wrUFOYCiKgIVMohxGGKU4EyhVlIhSTWUQEgZ5Q13bIT5JhnU3m01K6WpvIfPHp4vl5fbrZzijHkx4+f9sM8jtMwDACwaNrKWSNipRzWzfrs3ClsahvHwSkNAE3TWFsZZUQwJ2ZSMedh3A39Nkk4OFqtd+umqUIqMafzq8sYcghzTLMmOTt7IBK2m3OUbJBzmkoMUKDMDJFVUbVtK9soQa9cZSstimLClCVLybDdxqdn1zEJFyicUAABSkwpJWYopZTM3nkCdf/OfYXUtfU0DXv8MsbIzN77mJOQxLxXF+B+VtPK7o/bhBQDhBCcN2EapzCXUpRSm/WWCzRNw/jh0V+aQ4xRKYOgAGgvjkaUlCMRGqv6fqs17R9Ta5y1FgRLFi5q2pX33nr03luPLp5uNutxGEKJkMLeI1kbMohKGEGBVWSMQUClFCF9uILnPM9zzswMiEops2fsShEW3v9NWWDRdYDo6qYQaG915T5chIi0VcZqrS0iaK1TKiKw243jOAJACEEpNc9zSRkYp2EoMSHinmiY8hwloQJf+7prqrYmY3TbNmQsKgIFy4Ousi7Noa7rEILWmpSap+hdhQIlJaUpTGPMCUkvlwthMhqd9SIyTRNLCWG6ur7IXLQ1ytg5lOur9TzPu90uhNA0bc6cC6KxytspzoiiLCLBk0cPnjx+fO/2nft370phZ6xRlHPeXw4ZUqgopbTZbYdhKCXFkKd5ZpFxnlbdYnO9GfrJVl4plVJIYa6M4jwT8uXls2HccknemRyTFIFUamWfu32vqVrvfS4xTWnY9RzD3O8UATOkgsMYGWHOsZTsnHHGlALMsJ9iATFnFpFh1+cQh+3ucHVAgNM0GWNi2hf3h4xlKYkRXOWBMMwzkW7ajohEsOs6ZAlx8t4CIRfxtmraqpRCStdNhyyllD26vpdfa61jnGOMxhjvjFKqaZoinLkoa1CrnJiECBSKzkEkmc06XK7HyLgexwCSueRccmbSlpQSKJI5CzNzTFFEChf+49d//3z/cWcFAEBQiApRWeuKcElQsqRSYs4FQXuntCalEPFfH98yc0qcUiGiEJJzbj8G7MWMWqn9N0REvK/nYQSWUpLWWhlNRicu4zz1w0gxzgDsnANFM8fL7VWaRs08D7NzlXNOKdUsD3bDiIUhJ8kJleZcUsjbdc+FIFMOe6iYnXN1Ux0eHlprLy+vS5GSeLPZKcASQ46RmYcpuboDbbOA7Wr0CjT2YffewwcC8Gu/9ms/9dmfPD46naZARM6r1UHTraoseS+5t1a72qWSY8xCxvoqhDCO46pb7F2SXFt77+dpl6ZR8pzCDjAxx357Pe62u93OGJ1y0ASO6Hi5XB4slSECtoSFozYAzCmF68322eVlYTDaaNKcsohorZTRqRTXfOi5YpXRpKwxIc57YQMATGOo63Y/LPnKAYkIlJj3oclIFOa573tSWkQ2m800TUbps4vzUorWHoCGYUcEOefNZlvXtUIKcySlXV2BIhHRpIxSYZj2FyagABSYygthLqK1bppGsqQxEmtkpYzfpXzW76JTO46qsehUklRQEjAoEg3KEClFpPcVlvNeUbKvVEJUuUguwgVKESC9x0dFxFswWnvvBSHktN5tpxiYeS8V+NenPkrRfqDa/1eGEPayGGNMSokANakc0344ds6N/aCRSuIQ0tCPJUPTdFT7xhg3TtMYA2NeHrZV7QDAGGWM6rcbrXDYra3VpZTKVlyK5EyAVmmjTOasta6qBhGN0sBlfXmBRPv4lDDHqZ+cdtZarbX3XpFp2y7nrIxql60ywMiiYQrh/QcfLJfLg+Xh6y+/9ulPfKrzbRom4qIImqby3jdNAywlZ2RRyhjrC8N26AVh6Pt5nI4OlmHaba7P+2GjCYXjsyePcgosuXAO8wgibdPsdj0zT9NQSup3u7Efa9cBgG+qVOJitSyFCe31dtr0AgQiJXOZc85cYimlFE4sWfZDv9Yqc5pScNbnxMros/NzMtpaD0DOuTBFo7Rz3jhvrUVE1Mo6Z62fhpGZK+8rb3OcMQen1G6327u2GKPabqm92/S7WOL+9DRziTEKKgacpqlpmpSD1rQPX0aSnCNLimlmyU1dQ+Ec4hTDnPIY02Yag4gQxlIQQSlFBMiCiEDCUAonpVBE9kBNKYXow4WJCBSB0mitFhFFyAyMpJTKDCmFME3OOVt57WzMIXMppaDA/iBxL6RhEWOMtbaqbFu1e9iriHRdU4RZsnNGEShNSmFVVYiq8vWqXTptYozDMFCcoER0VQskotJ6dxklZixkiCX6yoRpC2WEMjtfh8QgRAhWU4rzvrGLlNVqYX1VhEtKztjtZoOorLUnR8dG6TCNwzAkLnPMiQtz8pUhlbWRrnJpGkopDx49fOf995bLZe3ru7fufuqjH3/jldfm6+14sVVMKWStNQpUxtZUoWgQAqVtXdnaZclhmmujxs0l5jkOmxLGaexTSoSSY5z6YXO1mfohTyH0IxZ2tppTRJQ4zU/fO99dTbauzjYXfUybMRjbDjM+vZ4mAADIJRvnlLUMpI1VqBEgx+KUgVRYMjakWvv04nLOnEHAqPOr6znmGDKB0kQolELOIWdmbS1zjiGUlEWwqhoAUFK0pN2zJ9P6Qmswta0qF0KIkkzlTWuV04kTKUxhbxiKpK1vlmQMae0r11S+caaEyVv0phwc1nXtYg5VbUBxlDSXkLloZWvfpJCh5JJmAOaUNSMVQJDEMaeRgDUhMJYsRuu9rxZhSXEUjppEQIgoBNZaKWWVMoqgqrWzlnNRSk0x1Mu2WrSIikRx3mMOjIpRIxMCACeZxwCC1lpB2A69MiRYBDJz4VxyzjFmKYKMw260xmiFWiHVVdePU5xHlpzLFMsYIYuGDNiPsxRG2IuQJHHZW5t773PKH3qBWFNAXF2lUqqmJUNKKUDc7Ha5cM5ZayMZmaHrlgwlxLFpnUA6OT1MedpuroFlnvPDR2cplhs3blqtyxxfun//Z3/8xz/9iTeIZR6n3Xqzf1kqW2mtseA8hlw45uSqGgi1ps3muqu8NQpRQph3u01KMaT58vqq7/t5Givnp3GY+50B7HebnKPS2Lbt40dn/91/+xuPzy6qxcq23RDS9XZYb/r1bigA2nqtKXPJXIAUAAGAMWbfPJaLha28IIwxdMsjRa4UCSFUVZNzds7FMO/h/b0nJgBkLoiojUKUfecIITAzcIEySw7L1QIAYoxa6xBClpxyLiBAlHN22pJgjGkYRka83u5Iq5TLMAwicHJ0UjtvjOaStNalpAJFGaWdtnWljI0x5zmV/KGShIiEEQqCkAgrpbyrAbAkBgBrCRFK4VLy3hlJaV24iBRAVppYoLAUkMzs/Z4pMAXJVB6NCSntMQcR4bJXGmORvE84VwoXi4VRaoohpbRYLEREEZRSJBciYoa6ro0x0zDuhTVNUxMJbebB17U1BHlmCZHHTDEhh5QPD0/nvkDRIKZkCSGIElRqnIMAFmBGCCkJlN1us1i2gpIyZ5Q9LDyOY0i5aVdF9LDL85S0IV8bbclWJuSw51emKZyfXQmblz/y8bY59N4jSu3soms+85lPdatu7LfOas5RoJjaCkldOU2AIChwfbnOiZXD3dz343y97q2vUStv1eb6fJimyIU5I0rKsyauNIZ+QyVUVm0266ptXnn1o6HAP/8Xvy/U2GqhTKW0v7zezCnwHtNh/ON9GUsppaRSEqIAwG63G4d5HIJWjtAhmhBCKSXnuD8aQVKZGRH3hVtylpxQCqEASpZMSjlfhRyK5O2wjTn0fc/MzluWAgDTMNZVhSxaaxDMCeJcuHy4jPuqQtK+ahbLQyQb5pISAyguNOzGpulSSsM0ZmFlNBClklNK3tUIKjMAkAgCEwhyIY1OiuGsmAFlb1gogqyMLlmEFYBOUZgBUZQqIlEThhCgiNPAzBmErJ5KMb4qIkVyLAkVKa0RFQhbbRQKosSY96TdommVommaRKRk8dYppUthZimFN5sNICOJCOccQ5yINMQylZK4BGNUu2jnnDIAEW0uNierY4tOk/G+FiBjvVKKiAqINTaVrJQiwrqpQppjTvVy0XTtdhhJq261VIbmeazbas+CiORh3kSeATiHmHMehiHnjKQJ1d1bd1fLbu+MjsQffeWlO7dv/NRP/HjbVAQYpnme5yLi62oK8z6jRkQQaA9Z1117sd64qkklA3BKARS4ypPGs6uzOQ1hGhVImcO4Xpc5QxJg2G7Xy8Pq0z/yxtvvvLfZjrduPz9HKaJJuyklAWDeI9y0p0n3gqY9GYYswmhIA9BuMypQWKhyNRGFEJShftwZo1ABKog5KEP7lEQR+XDZ935voAKEdVNZq6vKzfO8/3Ol0DknDJv1bi8g3M+XpJQxhghzToA8z3OMMcY89JPzjoGmabLeMUBIRfsGtFbOTzGMMVVN51wlpfA+hBkAFYHGPw5lxpyZCI3R+3/DUtIeZGMQQRIBRLW/T1TAiJxLrJ33RpUEde0L5CBAVTNnQWOdc/vBt3ABAERVOIkIERIBc1ZKKY3CTIhWG2ZGVDkzCIHQngxzzjln93rLw8NDIkzaCCArbzf97mq7zYDTFBRor8z6+kIVCWNYbzbaV6L0OM6ojNJaGUNEgpySeG+9t1XlhmGLRHXTKGuQyFbO1lh4jKlfX50P89pXxJKMMeMQ+/U4j9M8j2fnT5H4uedvAwfrYA5boJLy9OorH/n0G2985lOf2p9rjuM471k7BWRosWhLzppIBNbrfgxxZh7LrBSSgu00oNUirDQOYXu9uey3V+dPnmwuL7xylerSIK1rlp1fHtKLL5/+6Gd/eI6l7o4zmyjm4dPrxxcb0JYFET/ceXOOe9xnj7vtd5SUUgiprturqw0z9H2/XW+QxHtvjBEEVDROszJa9ntcYq3QGMWcpzClUlJKsrdV4ThNAwnmxM6ZUso8z1pr75wxjpkZOfJMVoRSgai0MJflqqu815pu3b6RS4pxrrp6SrE7asE4X3ehwG6cEygmmGPYC1iBEAwyFFEgWjIkpQSxAGRAACyMiRQojUBShLU1RCDCzhlNCgGYi0I0pKahH4Y5x+ScUVqL0WPJRSmldeasNAni3j8KgKCwIkgpIom1FhHGfiilKDIpFRFMKc0xWl+lVLSypJSxdj9lWa3jFKmj6Mu0qJSVrIUbZzSWprIsc7NwWkHTOGf08dFxjkly8XW7xzvmGJBIRJpWHR6uRIqQWO+ywBSD835PFt9/4d7LL79UV9X+JR3HsTADYQqFE0kGLphSatt20TbLri05LVcL5zWinBwenB4evHD/udPjIxHxxvZ9PwyDUiqkaJVett1isaicb7oVoa3bRgCurq5ijNbX8zyP8xDTZK1OcZzGXZz7aezXm6thswYp/W4z9Ovt7pJUunfv1hxn7/2c5OnF5ZPLC1M3oXBi2aOH+8+//82/5h5DDCXlyvkwTp9645OvffRVq3TXdVa7kjKSZE5zimhoX5eVr5TClCSlspczW2sPD44FKJcYwrTbXiMiFEABUrBHY5q63SNBRJRzYM4ILCXvsxtyLCmlXNLTp4/HaWe8QgKtdZgBUcWY67rVzhqj9nhTU1VWWwJQtH83hEEYBFEBgCAULrkUwr2OZw+tqj0eXIQBGJD3ltf7T7Fo2sb6yplVVxcO/Rza5crVDjVOcWLh/cvMBfZf8j2Cxrz3wUXSan/2t1cUGOs+PLsAUErtE6WNsSklQl1KoVePqxsmqf5cTZsjAzYMOO2m3VN04SI81SvaygZUJimt1p605FJyTilZ60sRo7UCcYbqpkJEU1XG++Vy6ZpGRNrDwxSl7+cwJBSl0BLalHiaEhSdJ1BQQTbPnlx17Uqhm4ZgSJUYYpyJEAo/d/feD//QD/30T/5UW9VNVeeYgGW7G+YpXl9fV8576w5WRykKgp6GUWksBFlgvd6M46gNaA2rrrNGpTCN4/ZqfRFiv9k9nafLMF8JzyUEr83JyfL5524dnx5EmRPKLofrcXALhwo+PCUFcJVHBQxIpKuqISKtNBGN/frFF+595o2PV4bWV9clpjiHPS1ERMLsnPv/A+FBE+wPkIhoGseU0r7zCaRpHghACu/NLEopqeRxnqqqQkV9v1XCOmeLyqKxaCrXFAYWBODlqnVeWSMlz5DTtBkkFARWyApZOFutDEKZYr1fH4sQKBSBQposFkRWWlskRcoCKhGTWKWCRVRIJXEpIkV4X+gKaV9VOSVN4A3UVhEyaTXFhIqrRi+7RjhnLh9itEh7usJai0rthw1rrYgYY5xzxlkgNM6GnLRVRdhqo5XaO+IY74yr9F/6xc8+vTjfxvkr3/3mm++9uSngjA55glSctcO8QVRVXV1eP0XSbuEr5X2lmVNOyRk7z4Ox4J0hglyi0haUmseZx1kSbNbXYRgvL65jjKc3jkuWzOXWjRsa6jwrUcRMJW3mMTz33JFGTaKBJfJcmSpOcQg717SnB0efeO319z949Idf+0pl3TzPvmpEhEt5+vRp07TLhbl9+/b5+TmEUlJOmZ+enx0tDgHg4uJ8JVxVnWTx/z+i/uPZsiy7zwSX2OqIK55y7aFFJpBIiAQIQZAECZBGoiiKRbLIsmp2lVmb1az/k571oK2H3YOaNItltEKz0ACLzQIJMgFkApkZGRkZOiPC9RNXHbH16sH1ZPvEJz7x9+49Z+29fr/va3SpsV0sU5q3u+tKGEuTsdpFU0tcLhaE5fJx8gmfP372/Hrbr9vdPFq2zJhzBADbGBEopShmEcklO2IE0Yo31y++/Z+u58P+9Qf3fQitdbPkss21FOtMSgkAFJsYcy2CCCKiGHLOXbs4bl/9XFDqNO6N5iKZFQ/joe9Ocq6K6DCNiKidhXkSKVUwpbRY9N77YwnW2jVRRaJai1WKSC+XNkwDAQBWlLrb39w6u3t+eqIANUKtIrloy6UKcCUkyEe2EQgCVECEisCIIi83t0QKEbNkS0pImAgEQkilltZpSWXVcasI2cUpGAOt48ZQiYnJKqWwwjEURsiAVKQi6zl4H7Nrln5OKfmuW0zTaLvFsWcSYxQpUqtSKmdJKZVSVB92P//w/OLhvd/6lXc+/eLj937848+/utpO+fn2yTgWJOu6k3meknjUHUCYgwfMx0pCzrlRqjPSNnYc9qa2fs7E5jCGUmR/vWcAyUVqXvRtCLPSbrVcnp2cXj7dGrXa7PatdY8fP766fP7Nn//Gouu11jknY11NlQATVEFYNO0rd+796i9+K5b8/o8/1DlBgf1wUMYQC0z+/ExDzUYBVOO9j1WapkslOmdiDC+ePsse7919kKLv+mb2h+XpxZPn17noO3aB1UJUpmlqjoqoiLm89p99uRmjCuJZs+RyGHZd1/w0R4elFCkgJWsyhDKPh1tvvPo3//pfv3V68oPvfe/J54/apnl2dV1DcqzRkE8ekQCPL8cCAAwgxESExMdPs5TaWJdTyHHK0duuTzX2fa+VVgrzNBljqoBPwVkmx+MwLdYrP8+KS9tYp1VOQaqpRTTZwzyxWUQBUYBMSimlad0uUQqW3LmucVABhRkhA+cCQsAiqUZBbVIGRQDANSciMqxzrkopBMhFtDIANcbYOAelWm1mH0uKhhVL6S0Hn1pFTmXnAAFKKUwgtTByTkUZc5xFlFEFpV30tnE1g0BhTXOYmr5LUsZ57LoupdI21nufa9ZWxehzzupnvvXN3//933/y7NHb77z+q++89Q9+6y+HwkPIh5y+fPr8g0++/OPv/OCzpzfUGU8wTAfNSkB8nGpJIKiVbhu+f/vWw3t3a0yX14daZm0cs3rl/n3FHMf5SQ41hqfPn7yyevNkdXL1/KpWDH46OTl59MWX2+ubt95688G9e8fZV6RKAQSw1uUQU4gg9fX7D61rmq598uTZ1eYm1+Ks8ylqUvM8f/TRRxcna+vMarXSwU4peO9DyURUs6xX/X67s9porVYn62Xfa6Y7FxdTlhRijeIls84Esuhb5RY/+61fe//H77FeFDlopFoDM4/jzIy1HpulhhAJqeTEiMvl8nf++l/9m3/jr7XW3Ls4+/Lzr378wSfD7NPViyaYEAbFXAVzTYgsEgGoSq1SlLEgoFkhotJ6mmaj1Dzth8NGuxUh5FhK9kSEIKWULJJydVqP06BMM/lglFWMteZSc/Q1B9t1S8W6GPEpKWCNZdpfx2lYL7uYgxW3dK0SCAOQkyrlePbX2ohUYk0kcjRsCOUYCRGrIIFWlDLUCjlXycVoNtoBIBABKs2FNVc/941bW9ru5lLKnVfOFpYFqmGDJEwMVY4zDxClUkulmCuSKqWkGI21ADQMU4W5sLKNO0o+Ykht2+ZUQvRKWQBS/+LP/+x/+sM//Nqdh+NhfveVWzzOfbfsDN07X7/S3fvm/dvv3r3zP/3BH/3Zjz4D3SByVZigamCoJAUAxBCfrtaEqNr2tBoiA8i2X4SbXUkZEU9Ozp49+uL8/PzBg1fmKZRSasaUfU71/Pz8l37pl/rTtogwcgihckFUCDTNc+Pa/Tj0/XI4jK2xr9y/d7Lot9sbtjpBVqBRsdY6zv7m+mq5XE7zvDhdz8E7rfqT9X57sKj220PK0PbtRXtx2A1S9e1bD5C4UMl5POxVRWOdSxrmGNe3zu+88uDiwf3PPnnf2Q6lxBLYMuZCRC+bT0I5FpDsWNcSf/M3fuMXfu6bp8sFSHrnrdfOlmdQeJzD1eaqd3Y3bIwyU0oAGEJgVAUiIDljAJGIocIxr8xsFBNKLslLyaZ1UPI4T33blVKMc8F7pfRh7zu7KrUygbWO0MccRErfr6XAuJ2WrLmKzinPyeZ40dupVXU+WKu+8dpr95d6bQALJF+tbbBk0gwJkLCOmZwGSQTCRBAzOwdVxIsgaI2AQKSPb2djlNRaSo1h1FoDSusUI7966/T65jkymBpICCsZYzNUgAq1ECMghpR9yq11rFWRGmNU3KcYUyzMChC11qlkAKm1xlidUVLQcBtjdm6h/sW//d+fBznbxmcvJhq/ePYprhb9cuXapdWNK6pZM7x99/bVZvjg8ZVyzXYcqsIsOaeEQo3RAPXy+Yv9/o4mtnqdKxbJ07Nnw/ZgSUmp8zy+9sbr7aIbx4P3MYes2VinXjx/3tuu7TQRWG1iKCEEZVVIHl3LrGutnWtSiGEe+9X6/vmth7dvf/TRRxGqIC0Wi1RlnGatqTXNNE2mcdvtljRpbXPOp6dnYYhSaojjV199FX1+/ux6uTxxtutPL6xxp+tFyELK5ihQYLPZna9P17fvv/rmz764vNzsL5mrc23OkZFTKtry8aLqZU+01FW7evftd04WyzBMw2HDgPvNcH5++mu//C3bmA8+++B6e7UdZjSKEI21UqrRTYzeB++artZKAD7mrl3kXGvN42Ef/EBQcswheCaK89Q3LZTijC2pulYrweJ9xbwZhtOV0QJlmsJWgVfNYnH12bMCeQ6+a1qVyplTF++8GXIqtYanTy6nxQBl1TnTKbTkuna63oJSJLS/3iGKapSyqnUu+tSIA4UYqyCkKMACip3RAnDcqBhrETQrKsWTYgXlvDVnDeWcF4YMQK21QIk5VCQtTFr72du2Ia38BKkm7axtXBhzrdB1nQhOMY3DsFyvai4hBKPdT+8TmVlqreqTnzy77c5Pzl4HXF7vhl2ZrzYe64wwnV6cFrLQrQ673eFwsM5sSxCpMSXTaYBaI80xLPuTi4szY4wmvd8NcygphRSCITXEKacUwtx2Ouaw229LKRpUu2yvd5fsSkFJAUhM2/TTlFDpmrLr2pQrQsUMKSW36E70OqQoIZ61vRapzMIwx7kInJ6s4+x9SkjovS9xMp0VdBfLi+kwd/2ybdsLKbVCirDfj8zm008/7q6fn916ME/l3sO3FGrOuN8ebGNeXB1Ob7/+7s/92seffD6Ewc8jCKWctdJGsTZmnudakJEICAHv3brz2v3Xn371/PNhV6Nfr9ddt1gtOkX0S9/4hg+Hr55+GaWA0TNJCLPVLtcMAIpVCMHZlpgxlyKVtfLDtFqebW4uX30dAJU1DSuoJSiQkHMqEOdoAahCYzj62jd2pXn75U++2D3+yXcnkaJt1y2WUUKR3DrXdg5Sefr4GRC+ePGi1qoVWSajybX6wcO7JyeLGOOLq+uS5cmjZ1rri/u3z87Ozk7OmXXXLYy2m2GfJJu2ufPKvWbltDPKcNu643ajFBSsAiIlMXJD9LWHtwRhZcQySZZjAhiJUBgqWKdjCBmYWXVdF2MspRjT1IylCCKFEFanJ/McoVSnTYo+UyHmcZpOluvdbqsyKNet7er0aoxdyZTSsmgC7NvlzS7uh/2uvgjUINPObzywbrT3PiUouShSlvTt27etMWGa27N+se7aTNM0OqMg1+sXl59+8sknn3z0ymv3FyfLEGPf9rZpXlxufAld1z36yZdhjt/65V9nsvvh2rGJoaJPTdd675u+xWke9wfTuPWiTyk9vHuHaiWGkmoE0FoDVGCKc5JSrdMllRijIr589qJvF/1qqa3RrGJIJfvbt+4eDofNZjPGcT8Oy8V2nv3DB2+WsuzPF0pRJQXGvPuNbz158uj69x8pLn7cW9OklEAkDgMgKqWNspil0+1f+Y2/ut/ur/cDlvjm6w8bZed5Vlq3zrb37vzs8M7V7nL/3vc34yxaIaIP/tisrpKNscSAiNqYKXgGXi4WVaJIysUjWCZT82yNSX42bHKp2jCmkqWQ4HLVS5gNV4nT069eYJ4YANmN83T73sU777757tdeMwqk5FdvaSJqzLvGGMWccyYCpEpKcgqzx/u3X5fKf/VXfp61Haax6ReOtfexlBlTaiCRyPlq1SpTA5BhFBrH2TmjlBIAVlBFE0IKgVHOes3AJQbMAIgFQLNGAASVY2DDiEIIwWdmVoqM0nEqKUnJYm2z6pfD6I2zzDRNA/OxwqNy1qVkRFQIHCB9cfVkhbSoYUmy3x86q7ejGGfmhDOZyzCHIqgoZC8VBKTUDIxYMeZ0tEn1fR/mmXntGufWK/DTvDvs9/uPPvroq0ePvnr6ZH168s47X1svl9ae5zQxeWPatj8FGb/84tn69Gy5XqWULy7OQkhh9taYVAsQKkZDmP1sFb/9zptd1xz2e7aqcS6kfLPdnJ2cKuyUUqMfNevtbg8JIVVE3v/kk1dffwudO79z59ZZGfYDs246N+V9qdM0PL+qc6PTg+6N4sV0eo4DKurPlt/8lV/94MM//8nH74HMtRQiyjUBgFIKKqSU1q5/7ZXX3n77XQPULPRJ36Y5jdnrVgfvT1br/X7/7ptv2N5cHbZ/9v6Hx5hsY12MMZUEIDVG51ofkmv7kEdtbJGaY5j9kENwLceYtKXoJy4y+RHYpRBzKct+Eaa51YpJJxgVjsqFzlZJ3s/71Qrv3Tn95s8sHr7CAHF32Nx70Egh72NnuORMikNORECKYqiuXSHpFAsRSy2rpRUJhlJvS60119Q63Pta/MCysrZ31nIDIZZjYUGEs2AIqbFag0JFWH3MtaGWiDMUEMiSRMACCSKUqhiJ2c8Zf4rvFMiNcdzoYfIl56ZbhBiDj323CGEWgeSjYb3bHJhZsdY346HGfFDqljNTLB2bKZZGWb+fxhCx66+mCbSZctCKU8nG6ool51ohGQQiSD7cXF2vVqspDr3S09WLMI+LplssFl/7+s9uDsPv/+EfNH2v3Ym25zX5RbdmzFThsJkeP37ya7/xdr9YKaObphqtU4l3L+4cDodaa7fsFC4O+53WGsN8drJ+443Xnv7F944bFGY2irbbbdd1wzy51tVaL+gixwSGLm9etH3/yecf3b37+nK55JK7zt2+c+9mt10u1kRgyXgfri4f29aekw5F7HJNAk3bvfP1n/n13/ztR19+eXIOV1dfGaOhJmbDTDGFzrQ5lr/3t//+oltCSCerdZxGrQxhlQqLxcIZlSz3qz5B/u2/+luPnl89vr4BhSn6WopSRESlyOw9s97tNn2/Tj5UJaR09JMPkzLHCDsq1igVAapIrVUr9jEoY0IInaFSMlJ2Fg6H54oKGyaUnC4Puy+TR9dQ4yZrqlQ0CsI09v3Kx7nrlFI0x8m4XGsxuqlciUpFEAA/ToBAREbrGosSl7wvZOcYulpDqkZRKZUVs6I4H+3hTcmBtcrRkxWrQFISZGIyZASqoEglERSCKsCATuuAscSUczbakjAI+RjImGm/Xy1PCiTvI7NCEJ+S1eRcy8wqEbjW7kOc56lgp0pa2NooM29vjNWRwI/bqZTradRsE8ixs4YijFBq4QY3m5svv/jJafOmIUJHUxi0VaWqWEK37F557fUXm8P6vff/4gc/Hv/V//q7f5t/9ZdOtanzbtxuLr/64vkwzZ8/fnwyz+tu7azp+koafJrGedjvdigwz9Nh2Gnibrlo+sW3fvHn/+T991TXPr+8MdYFEGZOJQPhNMxHMxtrIiJl+in47AdGuXnxxVuvv7FanAKuVqtVIX1xcXu82S/O2soyz3L55GqxqhLUujnbXm4ubp+/9ubPnt97+PkHj42xiFVpLYSkGMQTyl/6xV9Ztau+W3FXSOK4GVplOtdILVSkxrCwtuT0xsPXi+i/8stP/+Uf/D4oNc0TABjL0xy7bhFDVopaMSX4zrlcQkyj1lhKcr0tc2y6djwcOtfNYc9SNXFOmbWOKRPBYfKv3u4hXErKy2VPGFItrVNWk2LUWiNWRZyCd66dY7CtrSBKqXGauq7BKlCgbd1mt9faKkvDuO+6rmkJs9RcS0l+zgTW6EavF4VFbBFVQwSttQ9RV2WUZoJYMitboPqaO2x9mDVLlVgLEKsiQqhqrdrqoxCvVlAESqlj0Gc4hLaxFQEUK2drLtM8tKaNIaSS1U//DNOhsU6J5uc3V07b1pgv9puTrt35SfOMAmWcpxi0NXPKAUouJZNUgRIriFgLBSFEOUzTvfsP+rbv2x5do5rGh7C6OB8ur7vVIkTRzq7Wp0Dw4mY7BfniybPPP33EIYfxcJj8EOLHn3xG6itIOOxvQJVxPtzs99M0hXEa9gckECm/9M2f+93f/d3Vov/5b/5c49wYozU2xKytijnF/R4RFR2BZOGYBFBKXVycbTabmMbdODHW+/de8akKmJOLuykFrfVisdiOO+ccKwSsyQ+768v1nbtzDM1i8ebbX3v02Q+VYMljySK5ZimN4RrSxdmt0/XJfNh3Toc4O22YMOdIDLlE0iYGr9hBqa8/ePW3fvOv/MkPf/DZoy8ZwRmllOp7ddw11ZJCjFx0ZUIqUmX20zQNOUciur6+XiwWIWVkVkRSKpEBqdbpNA4Pb58Gf73SetkvYhqJcY6xFCSUxpp5GE1LrnVS83EjSsj73dY5ZzWhQNO4FML25rpxbc6BDXeNLmlm1t77Rd9vDgMpp9lxllykMTqW1HMzTzFGaHpDRCg1h8yaU0lEwNYJkDUtvoSQ1ZgjCLEGVpRTIVaAwAijD9OUBGotIiKTD8RKty6VBEDGaSYUrKz1NI+NsbHEI2dOsXWGoKaSGLCxz+NcQly0TQhz13XY6pvxUCuEHBGQWWviGIKxKAJQK2sqwv/ff/8f4S/9wr3bqV+DA3LdAoj69UlOSbdWW4KSNVKM+cmz54QNV16ZJgUBcOfn6yQ5ZyHi1a073//+d//Dt//4UGOqhQSWzmhDf/t3fvu/+e/+j3dOzkoot0/OzpbrNBy2NZIz3k+AwMi1CgpILrHkKtW1br/fp5Tatl0v1o/Gr7LUBOUnTz7zoSwvv1q0i9dfecu4crpedSuDpmGLCAVUnOOub08evvrwmz//i3/y7/5gd3mzXJjghwpi2OaYDaAikBIbTQbKNEwSPPdNSUlp1fdOARG1MaVxHE/OLxRJ65RSpK1Ltfi5GGMIwCom1m1jDBokIcZaOfqwubk+vdj1q3Okdp5ny7rmws4UykqxlOz92FrY7S8vFiAQp2FLXGLKq/6EsBg2YQ5Gs7MmjDuleb8b27b30fetyzkRUY7TPCYRMQoJg5QkhVmAQI37iZDHEJOAa0xNEELQucbZnyz7mkvb2BijUgQgjIAiRHi01xBwSZUAATHmpIzWyIgYvDekFLMglCLMx7IVtX2vtW4aU6ryOZNiq5QPuZQyTAMwkRLbmVJKEam1GGeUZMGKSCpXUUr5WAVxlyIgjIetYo4xMzEgaWN88ICMKCVJrcBaAeHz65tmsTy7uHVycqLaxvZtzlHZpkZAIiK4e/fuu+9+/dt/+p4xvaB69bW3L9bnDjhO4/6wiXkewjDtN8bQHOsh5n2ugbACMIAv6R/9w3/6T/7h3z89OyPFNUnbtm+88uqjP/9zIoreIxEzHvOcUouAgAACQq3L5bJpmmmahmHQxmw2m91+6JaL4KOWUqbx0xg++hgfPnz1tbfebtYnd89ek0pVUvDDAlYAeOfe3QevvDnsr5Cj0hRj9sEv7HJh29VqRVhymPaz79mhc7UW16i+NSkGZ5vRT7GWm6sXf/Ttb//Rd/7si6++qiD5GGFB8iFpYhKINWplC4jEApiIVIreTzMjlJSV4gwvk26Xz54vF/00DW1jkcQ6Y5FSOvg092uXklespUAVmYax5pyCj+mwXLUxTOtFn3I1mmOYUQCVIlbHBSETe++PGZ1xHBXaHNPJ6fowT6xVFZRSAEBKsUqToFEMIE1jS07HUNtxK6uYhFBEWDHUo+uLagGBYrRxxhKg9964hghFwDnt82GapmkeEbqj31GTTjnjkVBIiIghRFIYY2qcncfJKK10AonVto33nkktm+Vut6lZSslaqRxTo8yxdFaCb5QJOZKimkVrLooTFlT87NmzHBOS+DRZ7KKkOKbWdikmo1RnW2c7bfvT84e/8zt/953X321Yd9pahlzjZtiqhvfjVlL5o2//x/e//DK7poYZpKza7u/97b/13/6j//rifF1LSSmR0a5p3n3jrf/w7T91SBmpSiFi0kzHlH/Nitg1DSKS0DjORFyKlCK5CEkO43C+PsckhvXmcgNMz7R+evXs/oNXhv3h7p3X2JSLO0stKAba5eKNb3zjx5+8P6dnAND1LZGJQ96FySguydc0cM77aXDGcmus1vP2cO/ObUIxig/j+Pzq8k///LuPHj9WxlqwPscCwpohA5FmIs0MgNFHEkAsVrEQOoXZh9XapFK7rhv24+EwLhaL4y3PsY+w341FyxwGHK+ffnnZNElkRpSz0/60vTMeNj50J+v25tlzKLVp4uh9yeJcy8oetps5zkWqUqYKKONE4jDnFDLmqVZ49OiRMCXFhHm+2Ty53J8Uac9PQwhDmLquG4ZhebIEqFpxhQJy7HMfi+OIBCWDUoqYSsEUIwAYza5pAGH2McTZ6WXTNLZxbd/5AeWn7rucs22aMEetTc45B+l1p10T5hGrVtwoEurbBSCRpVLlWN8RKdY0+eUwwCknQ0qTjiUrVjFnp41PGYlTDNuYn13dbA/DydD1p+taUsph0a/mabLG9i2sl4s7F3ca07z99rsnJ2fONXGcTrouRR9Ldq6tVG6d3ZkPw3Z7uNrvxhR6Yy6Wp3/3t3/7H/+Dv/vg7r0U5jgHUAqx1FyXi0XJOQMiijXKaJNjiTGCQOva1XLZNM3V1ZXWOgyDaptjum+1Wmutl03LyBcXdzTbMUQhDMk3tnv86EtFZtGeNC3myW9eXOnT7vzO7fuvvrE4OamH7Zg2c4iNs7HKom13wzblmcqMUpbdwo+TdoJiIKT91c3NsBWDTw67H3760bObq5vhMKdcGJ1zMeeYM5MWgWn2i9UCAGutJRfmo2gzj4fdeNjfvoO7aTrmPNvFYnN1qVkx0TR6y2qxOhE/Wtcu2tsLt5j9U2sWrGA8XO/32xeX6uxOv91dWoTj3YtiI0I+Zufa2XvrNDJXmFnpMoaUSkjeascVmLUwk7GlsmIdQnLalFIQOUtlq0NObdtiFde3IKXmopUCgCxCx/I6kTEq5pJCNMYIMQGWXIkqEFprnDM5g9La+0kpVWtgZQyblJK1ttZ67HFAxeVymVKCUgkVKfbeqyCSawER68x4OGDCtlmO4yHEQERIagiz1pxRmCjlikDOtjFEzS4nILJTDj/65IsnV9u7t273oQ6XN3a92g+DVW0FSWVerrqT1q21tUw5ppKD1pxSmKdBmPq+n6fJ6OZyvzkcIgkYltaqf/5P/+k/+jt/53y9kJSpSKeb4uOw2+qmWS1PKoBiVbH+Z99k27ZOu+ViYVj5FNu2neaZiHKIbOzpxXnJtRaYk6zaru1XNdWzxTphEUWsVaOb7PPl82f37rv97uak0VqvReTW+cW9i9sfPX+PNYuYOSVkOvjhiydftDrfXranzvWkGEKrm3m/fe87P9gd9m9+8+vZ0edXL7770fuPXlwffPCCCKwRRaSEQJa1sUTkvTfGslapZiQlpTLWadwrrJvrq8XJiY8JkQ/DsFyucwwAYBRAqeNhOuntWXfSU+4truSklANrXi0vlr0+v31rtT5VGhTDnQd39/uhbfvddm9tU4owcy2grE0pIalp8svVyRF97JybpgmUSgK6aQltg7EZBVerXGvf9RmyUUoxY66QRViAsIIgIIHgEQCPkqsoxUpxRcgZjEIEiikdcxoCWArknFMtMedxnrRC1rbkQsxH4ZTPgYiGcX80eyhFNeemdYoUs1IiMk+p79Yp+hRC1/TjVESyELBSsWREYMCKool8mDTaUqSCKM0C+OjZsydPL3/p6++kGN2iMUZpNpJBGaPADvP+7tnJq/duWyaqaR53q25BUBSTbpr99qCAq4KcIYSANa8a8z/88//2H/29v/Pg/CLHMAwjCkgokEtr2kfPLy8vr7Rrcs3EBC+5Ue7s5EQK5Jzl+KU3hpmPyBZitsY1qy6lUgu2y1Xb9uM4KsPWNoWg6dqz1ZlSmtjWEmv2fp7YT41efv3Nt++cX3yEgoiaFLOKfjBQP/7R9599/F5v+Ztvvv0b3/jm3YvbL549/uiTz3/43sdore/drs5/9P0/f3Jz430FBFFWch6Haq3V1pWYQgWpgJpSKayQChPiNE1MjsgftpuT8/tHxOLx9mMcR0VYcoZSrDHWmBijPW0aZYmpc+0cfNu6FOns/ISVItarsxViLjkslU6pXNy5JSIhRKusCJZ8rLLgYrHQ2krlXAtANY0JMVtrSVEtdbXqkCU7p4xNubpFV3NERGPsEcqliHzwR7UBUTWaS6183NOJkNJWsQiUlzk4RsSYM5BOOR77DtZarex+mEDzkYszTVPN0nVWRCQfQX4SS8w+K0EGoBA8AUsBQ04bXWpAQQFBgVILMdYquRRASDkhAFIppYDijAmq+Hn+0fvv/crPvtG3D3LlMm5t0yuyUDyAtM4+eHDn1dcefPf7P9x+65cf3L5onY7ed007DCMXMY2JMY6H/f76Rcvl//DP/sk//6/+/r1bt2vNgOSkPVztxKfsc4gV2WhWyYc9ZCEAAKOUatRms4GKjbGg1H6/Byal1Ha3M8YQ4OFw8KNnY9nYWOLkD+v1Wggr15LSdIiLrg3JW1XHSiCIznRx1TFVRSUExdrPh75ZyOh//s7tv/XXfvOH73//vR/+6NV33vrVb/3yK+cX1y+e/+l3v/Ppo8fXU0Totk8ef/bs8ZfXN0GqaxQCI1MtpFD5IbBWpSTi2rTNbp4V8TjPy74P06SVw1pzCQJ5nsfGWmSaZy+lOqP9MLSNSTUAKGaWLBUkpDwPA0EZR0+omNQcSogVta3EMU2sSABj9IZ1jJEUVCyl1qZvcq7ezwTZh1GbRrHx3tvWhZLZYCi+RGxQlZKmaThrmphrSgWl+lxQUS1VEQOjtQ1UUQpSjCKAJLUkqJUQUWqMpYoYY0ohRMw5CgiCPuJCjmMbYWmaJpUYYozThIiNdZvNddctUk3GmJSSNoaIVNM08zi2riPknFItlZlSKgIvOUrEVGoBfBlZJ4aa4fhezpCbpvElCcAHH37y9MXV/bvnplUWTEmRNYcxagTvQ9O3v/qXfukwhbPVYtU5yGnZ9n70DGjbBkiGae/DIafpv/9n//gf/f3fff3Vh2k4pBTHcdre7DCTRp1qImMs0Xa7d8ZSzuRUTVUx+2kqpSz7Va11s9mkWo7TwjHIAiEzMxQQwnbRG8Unrt3LNpTkY5yGQ8jp+vpKaXexvq1V9/qb3bjbn4aYp0lS+eInnwmCMbb6+ItvvfV//q//4alT5eYZDft/8Pf/wRuvPCy7/Q8/+uj9zz+/CfF6DuOwg81NZtDtKvnR+9g0GEJiVHPMiFhzMcbUEn0QRMq19H1/bEhr1iWUFMabm6sHr39doDArZnRNH6e5aZrW2l0IzBxzWDhda055bp3a7K763sWcu9Za6ypSlhpiTrlaVtM8tV3LShsmDRRjTMHXKWllgSRGP0xz47J2LqSEkdvOzTGwc1rpw4tdLpo1joehv3URfIphb61F0MbpXEEz1CI1JQLQWgERYs2pHKHNdITSiUAFZ3WRSkSAUDOwUsd/k3M2GlJKMUfXNs65CkCAq9Wq5sKMMXoiCjkbq9U8jsEnTTakwMxaW2KApJSxVbBKIIUlFUCAWgGBtZKaBRQRQ8qUgUhNOX/06OmzmwMUVaeCFoVABK1rh+2mlKqUXZ0sbt+7cI2SlFn0cNiR0qSMzx6wJJm2w7O/9ld/+Xf/7l9/9cHtsN+k2cfZj9fb1jSJ8DD6JJBj9jlp46Y4NYpSrkYbox1WnPO82+2UUimnKrVtWsBj22RRK2qtFeo5+NbpEsfN9tpPYQqBjWqt6Tu3bJvhEOIYTNfNe991pxoIq7y4fvH8+gUApVAbpq+98nAJ5ba2v/jw4SsnZw3rq+3h3/z+v3707OmPnjw/AHDXRKVKTinkVEVpNkankJ1rUyoVsiaTpKQUUUprOYbEiIICjArVNAytXQNgqaFKYsRcChxDaik1TTeNqW9OQxjbRgmkcT6wmkilKj5lDjG2zamPfsXdMB3Obp+ilxiCUrZk2Oz3IhinUSlGFJY8zbMgFYEEedFySkGR2u/3lSUTOcO1VNWQVXo/Do2f/GESQ7XWwzgeMJ/QiTZYihhiY232JccqEJVVgIxIpeToJ6UMIuaamZWUCvQS56iUIsXHwv08TkpbZywgDuNojCmANRcSIBBAYI1VRKQoRUyOiQigECkgFhDWBqXGnKVArfXlJgMQ8GXXLEWRUhhpGkdlVUoQNX3n++//4tuvv/XafQYS4JxqgYLarJbd9vm+X/UPH963VhNhigWJawXT8PZmTDLv5/1+3n3+6Cc/+exzp2jVdzWmzfWN1W4cxpzJ2H6YBx/KdjxY2yzd4tLvTWMQWCmVfCKi5Wq1Xq+32+1mu7XOjeO4Xq9zzk3TT8OYpTpjFVKMMdiIVp8tl+2iPYaJoMDd8zuEjVGm75Yx53kOpgvfe++747BjTppNivH9D97/7a+9drfVrz14ePPjD//l7/3ek+3N1dXVGOKEiM7MSGRMHmcAWPYLkFKClFrGcWRljLEiopSuVTRyLsW6BhDHw2F9cpLn0LQWqyiWFOfDsDvplrUiEWmrRXB7s3PaBb83hoyxp+v2G197a0XPH/3kuz/+8RevPLx9enq+Wi3SfJi9MRpimmIq0xBLDq11AiqlaF0LUkqJ0zQjcEhRUGltN5sNFO6bhSYWplKCUZqd22xvQiytO8sxjbvd6d1bXb9OUl9sxlCK0+ao28kRKqCxuoCec8mlKA2NMbWCsfpYz4UCipVAAalJhJlBiJkb16E1VWCYR6c4htD3fUrZWptDrKkqpaSIYSNSlNScQk4hOdvWXHJMWvNPI8ylvqTNHEcCBqglVu1EpFZBxQK5SskKYZjyn3z3z3/+nYempVmysqZfn3UnpyH4DLC8WL/Ozs/Stv0YAohqTJNizIdYS7g63Hz61ef/4vf+9WeffPCDH3zvf/g//fff+rmfM4Ttel1jIgGNFOcwbHfsOgAoKUMWAgohLhZtTZWJhHk4TFpZpXXXddM0NX3XNM12u53HCREVslZ64TrTNicXt2LMRNw0jdK2sW1HlpG16grwzWGzam5PMb9+dvHHf/xHUGZNmFMUoM9fPP3/fPs/0F/+jcefPf7DP/7jD7bXNxUIMQAgYM0SaynTlpGd0SWGlEJrGi9RG5dSLDkTMwmVEpVzmrRUCDkvln3ycy0itThSQCWlsLu5blZn3ep8HHxMXkJSBMRVG11q3B82X3/naycnK542n3/+uTP23Xfe/oVf+IVSA5d5ioecdik67Va3lve564GoXD6/unweoweRmotWTSl51a1IqZxqyqAbZ1VbpNrW3j57WKnUQnxx+uzZ6HP0u83904tl3xQuTvPlfva51N1sFC8aQwioKAhEgUPIXWfnUkUAiUNMGoiIgEAkl1pzLaVQSnmapnEcJVkpopU5Wa42w/7WrVvTNBErAGI0IcZSJB4XH0yqMdaQ8T4pVMqamDNKyaUaayNSBS5wXH7AsdhwbCmKIADWWqzlEAozFai7YXp6eTPHBIgnJydmsbze3FxuNpur3eHqMFyPDa+8p1v3TkYfDBVtcTocprD/9IuP/8f/+V98/tWjJPjZs8v/y//1//bf/OP/6nd+66+dWD1OE+QKJU2T16C2+/3zzWacp0qorAkl5pyZdIoREdu2O4zDMOxd15JWXdcdTXE115PlikArpYyyy37lXFvqTMDWNMhKBAn5ePgowJEO99Zv5Zqev3j89PHni76NwxZACtVR6nc//tSqZn+5fbI7jIDUu2EMznU+TM6YOczKWEdKSnpJFWbQzvicVGOoIIjknJBIchqCXyzWmup42K1Wq9GPzvU5RMY8jYdSilbqWC6HKoaVVGDGaRpX68U0zl89fp6ny6ef/seffPj5X/nNn3nt1TdrKoy02+xnv12f3AcRRkEpUAoc9tvtViFMKbXOLZbro7Qj5oTIxHp/8I1bTJP3PjjnxIcoKed6c7lp7OrJo+vuvLVW1wqoxMeonUklS6k5Q0ovpdlzSWh1FHn86EVJft22r9w9h8JEALmAwHFbiUxIauCXWHACWPSL3f4wzmMF2d1sXNdqYw67YeH6rlsAAOYwz7MIq5wzAv/UrECNtTUnKJmhGlZSCIAA6nEpBwBKUa145DNjLVwJoBRUQOX6EJ89vwZR1nb7wX/3P/3hH/67P/qz7793+WIrXsDzP/9n/92v/cpvHlXo2uDVi2f7w/Wfvfed/9e//r2PHz22ZpFJP52nGz/9j//qf5lL/oVv/Mxr9+5liVdPLxW6y5vdLuUPf/LZ7//v/+Y6Ds3pcsmthBJmD0LWGmU0MjGvgGm5XG42GxQxxixOVlglR7HWtm277JYCCjLlVGbxTCDGeFfR4X4/sGlOL85cox7cu/ODH/zpzbNHEgcFVQBM187z4ZDp42c3d04uduXzA0rMCU07hNI0bgoDI2Q/F+WUUsAKUWKNPnruNFYhJKoEgCnOutVsQXIhfMk0YGY/TQvXAVDJMM1jjKG1XbNahmFWCVIVpVS3XAafnF3Po7z/6LMvPvigU7xoLq6f78ftHP340QfvvfLqnddeW2yeH/oldF2uw7akOB9uNlfXUvLsTPNAt00PSJockhm9R61ebK6/+snj5XJJIDH6KEkps2r76/3kGrNc9kVqzrHpdMpyslze7A8x5cY0PqZaAbVJyFNIV9sNEGARLmWq0BFkKUSVpNZKgCggiC8/Ucd93jzPjXPxEFirtulCTuNhaFt32O2O2lvW1JAhIkXK+NEv+3VOdRzmVKvTOhcpOeVYcs2KqRQhxEpwXEnXXAHhuFwOKRntADmXigTPrzePn12rdvnv/v0f/d//n/+PMUIoQIhlEgvu6Wa/j6Gfd4bRDzuqh88+fe9//b3/+eb6undu76cECNr6mj979uz3/vB/U1rXCqe2jwDjOPiSfvTxj//9n3/nar+tRNrZ0c9QanmJciBg0lolnzebjSAQUYphmqYci1Vm2a/8NJ+fntVcDodNimKttfoYT7GI7L1PJS768/uvvuZse/X0UQvlrbtnzx4ffC5ENMyTU8a6fnV6u5A2/bIMl6WIIjCNCemgFOVcF31LVcWYS/VAknNGg0dEklIqhuCcg5KtModhBJ1yrrYx++1BCmigIiXHuVJiBKyiiPbXG00qFSxSp8PIzFiqIU4R94dozGq1NC8uN37eHHb7edzdOTsx3GJRXWPSOD6/ubRO55xR8LC7efHiytkmRegWq+X6hJUtOX3+xVfbcXj06JGz7Zu2GYapluI6V7MwYYg1Vwg5dV3TLE2tRSGB1BTD8TxUE5LiMYYhxsKETCLVts16vTqCEcZpXrSmVgBEACilVFEpJcBKREiUU2KtlNaoeBymI5D4cBit0SLiY0g1OedCDGqOldgMm4OxjbB2XeOnqWuWmA6oXY6BEDLUKlWIS8klVWaGKoColYs5liK1egWitfr0J4//3Z987/nv/29//J3v3BwgIbiF8UNc2tYH+d5HHzSr/t3DAydhJVGV8uyTH9/qF8Nhfno4WEPOuUNICGpO8cefffnvv/3nzizirTvTNO/3h68eP/rfv/MfP718FAFAmevNTlvTtK7tO+8jGc5SwzTP80ysd5utYZVSapqmFFFKj+PBKJt8OGwPFRiZ1nfOQkjDFM+UE4CY4p0H9/uTi1dfffvq8vnD834Y93/zl37uj8bnXx321zFBARC6dXJxvj7LMShBC5xTdT3lGklqCoAMAhByUkZJScSImYxtYskCMkx7EKhJipRUUFtbondNG6Motm3vwjSbxiUpUvw0bKTm3dXN+eK81noz74sAK7ZKE5eaMzamCoAydx7evv3w5OnjDz/79JNV194+OV0v1ynMWvGqMaOELNFZNQzTrVu3vvzi6bPn+89+cnNyept1431IPn356FFBev2t107u3l6tT+9fnG23m5zBtPYwlYqO2DDrYTpUDU1jjGUqadk7hIqS+kWzOQyApXGqVDBso58slKVVWgoDl5daLgoxsbbMWiIaY0opKc+QoIKuJVFrw+gZlRRiq5tWK6WC9yVl4xofo3NOhZRWXR/8QWudBWY/gtQYs4aEKFqrGL05XkXlgkoRYikFSJg55kgIrCjEgogx5afX+//lD//tmNIhJNEGAVJCFIzRW9Kff/bjTz/83unKnWr4rW98/W/82q//4jtvni/Xrz65/N5nn3744tHlfkwA1rU1cZD8F+/98O7d+2ztfrP9+OOP//S733m+uU4ATdtvpwFEKyOHw2G1WrVta4wZxvlIFCRAZDpiSqd5WnarEMLJxa2aBZU+OVvu90O/XHg/bfeHO7deTVmMwiK1WfZ3H75yfb3bb/aHOtC0f/PW6f7t1/Hp0/D4SUjQFNEilqhU6ftejVtDGKOvUIxWzvFhCPMc2rY/zv2MpKySijVVIrBWxZgRRQBijIDVWosCTBRiBKm11jFOc6ydW5cy7Xeb0/X9NHshTCUrawyZHFPDrC2N4yGW3LbtvXv3bt1dKD20Vu0vr5u+2263/YKX3enNzY1SkKHkKsvlMjdyfuvObnico/6z7/xoOITd7tC27vzWxRvvvPnGm+90rTo9PdXG3bp1++nzZ6lyypwizJNX++Esl65pAOs8esVsFWltEUmI+7aR2RvnDsNwfKkstWmZmaTkbLUm5JgTG01ARSSWvN8foAoAtIt+sz1kQCysrKHCiJxqGabRaGZm19qUUtcucomq5GmaCzIO88DWaUjEuXEMkqfJi5RjuMawyiVTzhWhbWwqMaXMAqTAp5kUZgEAYoHr3SRI9acEYE7AVRzIQsdeUQgx3cR7X3vjWz/zzfOuP7HO5OyIqsTnN8+zyzeh1FIqAgFNOb7/2ccB6uMvv3r//feH5BvrJIbDPFlrC0Kc5ouTs/1+a12rFHXOOq221zcCorRuF4sSS0mZgRpjc67dYjWmEEASia8ZhrLolrZtcpUxTs26M2334JU3Pv/8ee+sLmPYXiKMbzy4N1XZvdiEWiyo88Ydrl5MOSJJhUpEqRRBSAilVlKMqOYpaMNKqWmaAbnWyppyllorERCR1lBrZZSSqogorSOiAFjnlFLW1pzjeNiH/V6t79m2iSm7rhUEibWkGCqRsjEn52xTzHrZnJ/0y+bOurPh7vmw3bjWtEcdCOn9NLXLhXXOLdw0+X7ZLZfLy5zObt2Xsum7s5Ozk7e/9qZpFNRysj5TipTR8zgRKkkiOXdtn0AWXde6DgRylaZ1z56/WJ+coNLEMPnqjAGgYRobY1JKCmTRt4RQS2EBrXUpiZEQMKRI2pQKbdunVJQyIYTFYgGkht2QoWjlKmGKyRrFCIQAAD7FSlxzUierZYy5abtxNxosgFkg+JRZ1awKVEpJjDaSEwMgQq0QY0QGzVAzEKFRlKrULEgU6hEIbyBEEnAMTvI3v/bqL/3c199+7WE9zN/78+8/e/bsb/ylXz5f9A2qYRxNQlvx3sn5mw9eu/zwQyUYShHJApig/uiTjx69eLbZbHLOAnDIQVBKFaillHKyWhrC26fnpPR2vz/edtVSbt+6laSGEPqun4aRgbS2qcgwzakMy+UqF+l4ZbTp+wUy+ThprVZnt37lL/36Dz/4cJrKW/dvPfn0/U8+/7jXqdRktfvZN9+uXk6Wq06Z/X4fSkwlJsgxYwEhxTlnqQBCpIkIY4yKcLU8GaaRmY9N4CMb2U9eKc6luMYpYhFU2mR5qd8UkZRq32oiqDWlFFLOY/DK6hACVmyaZhoOfd/WWvtFq0Z2RvVOm9V5a+np46BovT1s78RVLrNuTAVE0k23RCylpNt3Lr744nK/31VpGtfHmE+WZ5ps8HOMsULZT3ujNSlmrUi5POdaJYWcc8lVJh8BSyxwulzwERMLoBkNI4q6mUbjnKR0vl41WmkEZBXjJJqPVN0K0rTdPnjTuZLjfjf23bJklQt4H4gIkWPJjKS1lpoB6jRNRNT3y5wzAKkURCrWQtpZwAIqE5XBD7XUIgAVtXUhHANEtpakmAAgxmy0Acw+1qOGD4iQVKmSQUpFba2u9aJTv/0rX/snv/s33nz9tYXWaTv9xrtvPHvxvHftqW6m7X73Yl/EpGCnYSZonO2mFJzWPlZmjqWklKera0EQAGU0otRSnDMhBGO0NeZoSEmldNYMflBsHt67n3P2MTnnjkxJRKi1ej+euMYwE5FVDlkJFFJYIWut79+5/+D+608fXR0OB9v12MAff+/bl198alWFKsPgf+5r37DCGuj6+fObw6Y0ekheEcVaX1rdCgCC1qZWKbU2beOnebPdacWpJGtNzjnX+p+DoQCQK1QQESghkEDNpeSinVNKTX5ytjnMuwp1SiFX0blgrgTIrNfr9X6/t86WOLx6944zLDU6Q7k1b731xtNHT6fD/urm5s7tE6Sasj+mTyCHRqtDLbXWOIZ5DJub4eLiNmR5/JPHtx/cnqYIyO2iB5LDOPbnq2dPbyDplLNiY10bIfe9kZwYJaVUvNe2ESBNiAihxJPFYvJza3nRNp3VCCAlO+egSoxZKcUKU0nOuhhgOMz73bTfj61ZxJBKycQUUrSuExE/zcaYGLPWFoBKxjhlra2CDAIoOSlNh+HKOprmbaqJtKm5UAZjdKep5ojAUWot1Rn1Un+lbM0JfmpnTjEqbTVxKaWmIjU9OD3/rV/8xqvrbiGzHPY0hQcL18Hp9YvNYT+VGVNVjy9vfvjo+cfXLz6+fupTrrV67497vGPkvZZKSGRMFRF5ecGGiKvFsmmafBjWy9MKWGrVoMZxvLq6Ukopa3KI3kcCdI1DxJOTk5yztpYUN67t267UEHO1SnLIrVs0Tfed73+/Irx759anP/n4z77/FxJuxnlmAAVcyodv3XnQKjVMIzINYR7nCTVLqiggpYKAsTb6DABNY4dhQKAjwxUEQoiI0DRtzhk5x5g1K+faGCMzSRZj1BHHXgQEwMcxVd3vN7n4rm0gCEutlBXx7CesZbnoRMqyXZ1fwGrd+bA/U73V5vnTp+Owb5uGNdumyTK1rYsxSi5KcyizUcZZm4P3c/kv/+F/8bV33718dvnDH73/yUcf/uKv/8IcQ8hRIWpnhmnQViE62yznfQImYHp2+eJ8vUBCpZT6KYS0CtQKzhprzbr2tZbG6RiTOdrzchEAa61IyTmRVqHUWkmZdhjmVbfyU1623XY4aOuQk4BorWy/iDEyY9O4lMrhcFDHgiMqJsm5BM0CHCtCyklphlytwEVvF0p+5Wtfe/r4i5thGBL4BEPOFiCVHIsgsdLsw+Ss9jmXkgillsySe+A7fd9kGJ8871LsjTWENUQ4zPPVdh7SGOpPnm8/fnr5yeHw5X67zf5QQmWqRYyinBMAlZSJSL+8P4ZaKjGjQN92Fcr19eVZt26aDpEvLy/Hca6AqRZCNR2Gk5MTf5ib5aIiAJEmXq2WaE2K5Wy5PBz2zNyeLJOHe7cevv7aW3/yF39xVMJO0/jkyZPteEBIM0DTdDXCLuW7r7953rfr/peeXb/4k/f/omyuU0xHITMKMpIirvqY84hKkTPdPM/MyIDG2nocG1Apy8wZRYWQahUGFCjApMhkQGQi4sXClYxh2s2HXXeSBbnUSsxT9EazI64lKMUXt84WCz9MY9uWH334YyMYZj9NU47BNOvdtFckypq+XdRc0OBqsaphXnertjP9ogHZbbdfXm+vPvnsh/dffaWxSiEgYtO5MPvGuuTnMXhtutnHE9bGmNV6HeYdIFvtQOR4aZVjKAJa6xBj27opZAYwilBASj667XMtSlFJ2SgFVUqEq+vt7HOYI2aYdgfAPPqxCjKKCFSgUpJRmNMIFftWK9PEGJUgGG0OuyvWuu30ftixIsigAJzIz7/x6n/513/9m6/cWji+3O6u9vv3P/v0vQ8//8GnT56PVRCilJhT2zXTOLOiWmvMAQGYUUC++urxRx98evL1112u2DphPewmSowR99eHz59ffjmMP/jiy8c1zcYeoFZtimTnTEqpFGEEo3TKKcd0FDbVlwq1HFK0VTNRv1pWwd3mxs8RCKuI0loAtNZS6mLZ1VKNc6WkRd8uFv0h57a1RrOf5261ZmWt6d54890PP/6EmVnr9cly2TbDdnP37v1xullYu9vthjK9eXb21rvvvHJ+ZhT4H4flydpdvdj5oBUTKRGJKfopkOKSMxsCwHEamfhIk40xAlDOURuTalZKRV8RsiKqePS2zYJQRCQjIYY0Oa38dKglHYZdt7woMThjsuRSiwhpo1Hq9fU1DLv+ze75i8087cs0W220apRBZbR2FiWnlIhgsV6AlTqMihig3ntw5/T0HDn+/h/8q+fPN2+/+7Wf/ebXTMOuUYYwhWi1zqFghtY2gw+LxaKUUlMuMTnntKLD7rBarUtMxwdt4ywgMLtaobVGaj2GsF7K6KxhVEcpYsq5MXYMorVtXG95yDGxZiIuKZFSYZxQtX2/SDkK5AJFsUql7vY3CKRqLmOYXOcqpiNOA4oCqY7deaserJfzsy+lDcuLxSsP1j7q33zj1vDXfuPb7334B3/85//pR4/2AnuBaZ4BoEAlxSAguSZFvuLj7eFHnzw5US6cda+cry4nn5JAbcOhjEO+2c3X/rCHsBHxdY4iUEkr8iEqJkSpUhlYowYAwuPCBF7ibmIIIWhtYy5KiQ9pmGbl7LFNKSJEEHPo+z7GjIhd1yGKQGmNce1imqZcJCHodnF2cvvFzWYOARGt5jBMtQ/XTy5vnl83Lc3jkP286vrRD6HMBROR0lo/uHvvxX73YrtTqAB1lUpQmradwwRYBQSAtFKlFCItAoRYSiVUKMf0ai4Vrba5lFSSIiEiICy1HD/91lqQbDTO82Gh1DH3tNltbdvlJBmOHEHMCcaUbq7HmG9S2Bmh1165U0re72/O754BkybDtQqVnD1jpsbwIP1q+Vt/42tvvP3Ofnu9WC+++Or521//2W65sE71ncKSHbZpzmGKBlUS6Zydp1h89IewXC41Y4zzqu9q9KzMESYiklOqSilCzCkzkjEKAOZ5Zm1qrYSqioCIZjOO2Rg1j3FzvW1dEwulEn2MirkAWm204iM9zjZuDpOP0RintS65KgatFAGlY07LKJtLVWRqlWmavvjii0VaduFy97x5ePvi1vmFxGyF/sq7r150zbL9zn/44FMt2g+JGK1pa0lzjIAgAEHqQeCzF1c/8+qDN/li3AcUXHUnl88HRg2i+m5FOfTLk7i5EWKQ6to2hWidyTEZowEohkCoNHHMEREBMedcoTBzqvnB7dvaNj6EzWE4nnD7vg9hPs7Ax/9z09gUpXPu5ubGGHeYh1PUu+1o2r7vz7rVej+NkvdS6257aPtutTrBkn/8w/dCiHOYEySAesiRS0oQ2ekq5c79O88O1yGEl9KEY/fD2JQCovSLTjHu90Nr3TillNLxI0taIegYIzESMfGRD6KlZIHMzJMfiZTRja+FGUvKWeI47RXVzjVpPBhlSxBElipziF3jgs9c49XlvFoqgubs/Hyc5DDsT06X1jTW2vmwc40Z/bg6XYCCPE6oFHEVyF999cXjx4/+/X/69p3brxrbdMsFYAp+6haLmkuYfck1Rkm52n5JUKy1XdNqh1BAIQFzSQlKEuKcknWu1nw8XB5z1VIrvrSF6RBDISSQHAszAantdv7so8+GzWFBzdEPWnM2pkkC5Lhk2e12rmmOR3/XNjHmtunmeVaclSg2tgWOm5tJKh2NlblksO2Vz+8/evH8qtzv1e3m0e11/8aDB1qzz18EX/7yN9557Z2v/cv/8Beb4Uko3FZHQApSNVQBs8AE+cW4Cww3m323WrdtO0xRWROnoW/aC2UOTTfttyczXKUJSkwhNtb6aS5VpFREUdYcT7uYuNZKx9MMVOecA+jbLvgQpmD7FhF9CDqEUspisTgMOwEZ/ezHadGtU4zzPIcQ5sMBlmeEFrG5uP0gpawtz2Xmik6xrnx7dRrisJ+2yETABorWevYh5vDk6vkbrzzolt3N0y+//Wff/uzzz52zc0m1liIRELRiEvHe51SUgpSSYTJG+VRrAYBCrI7k9ZwygEjJhMUYHSYPUEvOgpBqNMp575VyCeIQd9ub6645jSH0bReTxBiBZZgmUtgg1EKH7X7Z6a5Z+linaYCaQ4pHzRNxHae9gbw/WKdQEV9dPw9pfu8H39tupx/86MPXXn0bxHz1xZMpzU3PZ8tWRHJKIpJqqqwUmZSK97GJcQ6+Cb2CUmqRWpTVIBCDb9o+xmitrSCERx0KiAiIKKUqFCIAAkUKBXKRIqi1PcaV8hCRCYGVKBRKkydNtcLxcTANHhlEOMZodCMIyihLmmLNRaCxXZVwGHdQKzPt/EGTK5WK0nkPkhFRAK4Ups31dQSk09ufPz9sLzcGbWMWzjiJEkSSLwEASWlA05k5+KC77W5IWVCgbZZdJ9c3+xgrFZQIXBGLKNJO66Pwsm3aXEsMoRAVkSr1ePQuIkqpkgIAnJ6eimCJafRzFSEipZT3k1bq+vqaGGLOjTbM2jk3T77p2snP/WIVkrh2+fC1t7jS1fXz07OFn4Y8Jyi07Fd90/7w/b8gwm7RVKE0V2N0SMWX9NmjL7/xM18jgr94/71nV9cBAEryqbZNy2xBCqAYbeKUurbRWkuqwzg4MjXXo/aNkRDp2OpGJGbURitFxWgiaJWTyjkJM1u2IqC12m6vs5/CNFmlACshKcZaU9s6gNqvFunFE2O57939+yfPXjxHJSnGrl91rSKs1jYppZJlvz/Yk9U4zofDbru5Hvaj0e23fvGXCC1TczjswqP93YcXveVgDTKy5SJIpDQ2200g4u12e/bq/VoLtxxnMNrmFAHr0QKpta4gtdajW7lWPBoWEDHHpI0RwKPKGUkbQ5fX1+MwWO0K55KSj16QaixaG1TkY2jaNoRwcnqec97v98a4/X5wzinLdkoTGATAlJJA1opSma21IZbN7AXbIDAp5sqx5OvxcL606/X9MIzPnu2vr8ftOAs0MSQUUpgVMmFRBKUCACxc39h2uT4BHyYf+6aPMVYRIAIpUDKXUnPWSKGGNBdSyrX9brcDRDam5FyhQK1FCggAUClFKoyH6eLsFgpst1utdawFCaXUcRguzs/HeaBKq/W6hFypGmOYlHGNbnqfqHHdarnu26bW2mt3uN6M02G5XNYCrKGyXF9fLpdLwb3kZBt3s9uya3LI3//gx/fv36eS/+0f//H1bkSGUKXre2YeDjujEArNPjZd76eZSNWcG2fnOTAxvPQL16Pj/ahgr5JrivsxEDOSAFdnNAJN0yQ1N00HVBqt0jxpBNQcUqwVqyTFpdZ4cnpqVLy4f3a+9F//2TtKB9tdvLgsm5tDSNthUv3ivBY2eoGglLgXl9s0z8N2t2jc8vWzO3deNaYBUUgqQY7gU4mNdco1seYiubBopYrgke7ZdR0CIErM0XVutx2cM0pxzvkILkYmxSoXYeYUMzMyIQC8PDrX7H00ugXCaYZht3/+5ClCm3POtWhnpcI4RGNbJCylKNYFMMYyTqFpVymVftHHGFUIQVsTcyqSRNBHXyEZS+MYNIOv9cVhenGocbGGMDy/8ndOW913jV7cffPVfLnN208ECFlpbVABItUCKQMQYK0O6Ofeevedh6+Rj8iq1lpArNJE+uzsbLi8LvvDdnsT6lyJNbG2qmTMMSnio8QZREgr2zTzYQQAIJRSjuD9efSWDKEgVM2Yc4FSF4tFzME5BwCNtYW0VtZYh8gpFnJUQB/m9MrD0/2w06xYEaSKUkVKFVmdrpar7rOPP/D766YTHycfitKWmDPii5vN//sP/02exnmeIwIQI6gqGOdgbGMN1Vq10axMpDSO86Jx3k+lVgQ8asVzLURUBWISrixSFLG1WhsXckAqpJUBxQApHmHCZT/s/HSY9ruTu3djrSXGRutxGNerJvrwzjv37i5Wafh8s3++WJK1jBCsFqNBpCARsiIiqaxdN+3nVCoirlbLB6+/a11n2YYUBcAtTqKk/W5wpqkic0m2bZyzzqzCAcdpY+xFGCdnLAGQ4pTTUYRNRForETkuk2LMxqhSRERylmMxUymVcz6+BoExBBiG6ebmZj9MpkCqOZYkUljZl10VVs42c0yCIEBH3W7OMYSgNStlbZFUQnStKzkoc0wSTsyATEUwA5PwTUoI5URBORxuPth//bU3ujEdkjzeT55gX0ajs0ZWXKsDFYFRSZav33vl5x6+plMuKUEthhUzilRjjGuMtipLjiUUEF8Ds6QpNa73czRapVoqgLI6pZAlHId6BSiCRlurNAkF741RpRSNVEoGwrZzNzc3i8Vi2S8uX1wqZfpueb3bl1SbpiscVb9C1Y4hA+RZ0mG8mYfd6fpke9ivlmfa2kdffX64fNah6FIrqoQlpphy0MYw0na7lVIROVXBqpbrsxBSzmKNiSnOc1wsXa3QtUtEKHEiIihVK5tqEiiswGhdK4jgsS46TVPbdPk4daU8hwHEoiirNCodajbOSE5G8zTs55ARlAi1ulOiNbNRpuTx8uZye7h8/dXztrE/++5bm+tLgRhjBGZifXFxp1mswerFdfPpJx89eOM1Jtst2hjSdh5YSbfskP1hNxrXgNScirXNxZ0HYBSAGdK+1Xo4HKp22+22V6tOt2EO0Xvd91AREEoprE0ISWs9z8ejM7w0pwrVUo5tV2vsmEUUIuJHH36ojJ53oe9bkeJ9FkFBzEVkCsowa9GNC/NIWFghcSHNSqNKKWnLmMUq7Zmxci4ekaUe14ssUrV1Gz+VBMmqZNRY659/8YT0lUf18dXVCACEbFXFOqWQQ8kZLOQTbH/16994sFjHy2eCdQ7eKS0xn65Oow9Wcd+1VYpzNk3ZWMNSC5Q5BtvYnHMuEYlyTCAiJC9NVLkAQA5x0XZd13jvAYAVTgfPzK5rj/NuCOEmlsY0k4+5qabp9cJyZVYWUDftQrEGhDEdJj8qw+M8lCTGmLPz1Q/+9Ntp2i0tWKNrCBMggChWBBh9OPL6Bck6l4VqhVKKtRYAjW5qgZRKSqF1zTxPTFUqMHHMHo/WJIaYQi0oIkq5nDNrFWPMCU7W62nMuVZnbYy5gJBIKWlO4zBuox+ddafrk3HwSilG9n7u+ubF5fVX2w8cDV0Xv/zq8e3zsxLLsN+XNN1/eNo0TUWNDDnPSsJ2uz05OQnT7Iz85LNPmTVrIoJp3gkqUe0YPRO1TQ8V0+wlqzAM+81h1S9QZEY9TV4OJtVCLNY0SikiFAQhAQCjdRXRmo8bcmt1zcIKY5yNMT4kbVQFAcSnTy5vrg+LbqVLnXcHALKuTVm0tU3TTcPee59rQRZFlCWXlEVEkzAWVaEiqlLKNA8IVbFUeUk6qrUiitY6RV8BAuuRdSnYaXcTcpimQwoeyWqdcjXKbnY3jTNSi9GkUj1r2p+5/wptR9l5z1kZ1XUdlmyMmucAlbhC3zjS0Dh7FbwSIIB+uZhTKJKJkQiJKMSitS3Fv8zpVnHWANYCpUDJtdRchFhZl2I5pJGIEFgri4LLZQPACNw0vZ+L5oaVAYAYo9Q0T1OZAxkqBE2zmP2BlVy+eNoqvnO6inUW7G5mr5TJORMAABSppKhKjdEza6pRUc05AzKzMcYCodYmhWitFUipVkBUCmutzMisoSbWXEoBIOdcSJGZJddpmA27DD6V3PZdSqHW1BqnSQOmKexX+haUSrVIyaUyMG/HaZ4OtztlTVfjcIjj00cfNa2tOb3z9kPdtEprEfHjNm7ifnuQkjrXJx/SnHrnaoVSJYZ02EXnWmO5pLI6vSUV/Tjtqux2e4WNo+Xk0xTqxSsP+5OzCUVIj/OAjeuUSTUSERFLPbqeorENAGircs4oVAsYY3wI2rRJwCi63oSvvnxx5+zhiy8HDQiuHafrfrkYdvsioQTQ1nAoPTMhRSg5VaV07xYpTwxCWuuQfNN3IQSAWkpJKdRS8tG7glhrPr6UfS6Xh/F6Co93h5tcsrNe6UlqiGnZL0Qk5xrjy+1cBYhhfvHixXazL6n6OXsfDocRWQ+zR+IQkrPWWltKQakAoAAAYJwHRDk+4XMuIaRjt1tbm3OuuZRamLnpuhjj8dIOEfu+j6mEEJwxOcbj9800jknfOr9dU9ltD1o1bdMZZc5OThVzjYlyZoE4jQpJIbe2jeP85WefnvRtmWfHGkS0tkB4/G0cQ8qk+Cj5dkaP02GxaBFhsejneT5qXY+RHVaYc7WNA6wp5ZyPB6901IsqpbyPwzCllHKqjCy5plSOntFxHlJK8zyX4KGk/eF6v71GASpSkq85mcYIK2Q65hljLIhcM0xzvrzcEVpruhwrVJzGMYwDlrxo3J3zWwjQuU6TGocBqpCQIbdq112zMKxOFmvFJoRQSgred65ZdT0jT8F3i54UN13fLxYV0HZL07o5+AJCSDmmozBLKZVTeukFZ2JNyHB01aYqyDAk2I0+xCLCRummcQDQNM319TUBL1xrCOdxYuZcIjHUmq21UmCeZwZkQDX5WWtEJKVUTKNzLuap1gIEyHRMcxKp44WogMSSreLRz1VRkiIAjCwiKND3PaHMKedcCelQ/J998N75N3++1x2PMo8DI+nGscXJ++gTd0ut7bLtumm/lZgBlLE+hVyLtTqnIxgCffA155gziGhtoNac8xE0sl6vt1fXhnUqR9ypkSKWFIhoZyqI1XaaPFdar0+T0GKxChmx1JrTfNjmMo67G+VU9rnU0p/1T794nA8T+2iXBhV672utcmSOEMlPV+ovbcVSmfn6+ppIzfN8/CyGEJRR8zwD1pRe4iwBgBlzlkXfjePYLfr9fu9cW0oRKSXnUotCQiRN7OdQQaw2ZCwTlxxzGGd/wJLnkLQCpWspyfup7TrnupLGBIVyBMzONOv1snc6hXS6fAiFercEKcyMQkopTdZPXpNddGsRLKUQq+OvWCnF1oWcm76rVBE4pTzF4EzrmuZ6PHDy++nAy75dOAEoOTaty2UCYGMUAIWQkIkZERgESoWK8ZiZUUYdYqjonu+G60NQrmsXsc5y9ehaG9CJz1ZnJGocvELurRn9TK05hpIVQX55qps1KrVYLIZ5r4hM4xTCNO+OjpSU4vEXo5Qyxv2UQkMC4EtCxOvDARCU0SWWGGOpWGpBEKVUlpqLHKB++uLZDx+frkVu2fawGQpSpv3VZmhNgxHSvIk+LpsF5yeN0hHAx4AMWusYEsgxTlCMtTFGECGklJJmRsSacz1enaQsxONh7vql0VxTblarnCtUYa2ttX5ObdsiEhbcbbauX0uKh8OulpzDpKla1lQQhe6f33385Wd+mE41pxRDSuM8JQBRipUmolwrImYpUGpJFQVYm6OjYpqmmqsxOsSg7eK4qLNW/+ecYSmiFE3TZIwZhsFai4ht25aSYowiYhpTa82SkYCFjrwIyZJKtk7FNKcca8VmaYZpVkq1bVtKAQYis+hOJO5YOaWx5kKosUqOuSbwYVosuhSrMTwOMxG33YJZx5CPeM1ShJTS2gLA7CNpbRoXUyKtYizILAjamkbMcaOoUGKqIXnLUIbYLUyuSYsGRKUUKUKAnFLOYKyufEQlgyADcRR4spkOY+SmEd7t9xttIMVkmGLKw2HUYLRh1DrmWEolRUYf88TMzPVoCj92vmuth8N+t9sh0VE8rrU6XqflnGP0x1WktqaIIOsMSEazs6WUvu2tefmbE0EgJQCgOQI8nrd/8tmHg1Ee6Go3fvjZlx99/ujLJ88/+fzLzz79SfTJKjvu9jH6nFMpRRktclSga6PN8f2ecwYRYkZEAWHm1jVa6xDCNAztoiUip7o85zj7xaJbrRbL5VKhDnN22imlUGmllDUNVIGagh/9NBx218uuNaSWXV9KtWQdm3GzwRSY6hymDIJaVwAEPvIVj+ZvBAagWqvWOueYkvd+cs4wU865bdoQZmNVrTnnLCLE2lintBYg1koQtNbHx4H3voIoo9kyKPDZx5JZU8wRCFOpUUrGIpxudi/2+y0za6375cJaBwBMRALTHHKpQKg1LxZdv+qUolwCERnjzs7OU6na2FwqG2PbbsoxSBHNVXFCTCi27SpSLmJcQ1rPk0eknAtr27WLkKIQKqPbzinNJSasIiVbbQCAgJBYcsneE1HOKfmJUQAqkpSacy0AlDJNUR5fDruIHk0kRs1nt85ASmO11Ky1MlYhFa0wTGPD3GndsK6pkhAD5hCbpgEgEpFu0W73+7bvtDEpJeccIqaYj8qXl5VcZgBIKRFRzIkU15RKSihwfPHN85xSmkPwwedcWSlQPAJ8ud3+xU8+GzUv79w13XI/+Rc3281uL0gxJkYa9qOAEAApk1MxrjlOjTHFI6YKqiitaym11sbYY39aRKQUY0zOuVbo227R9U3TMLP38bj9X7RdzqVWmL2f5lByrjlLiZvN5c3NpVKUUlBK5VxLkb5fBu+3Vy+61ozzYUrzmNKYksBxl1OPXa7jI/NovPYx1FqJ2bZNliMCjH2YBIpIOT4Ij7rr/5xGAID/PMsed2Dz6Bkp5zx5r5SqklNKitkoK+WYB5eUfco++IkR58kfdoOIIAhBMRqXqzaVZJ1u+y6EkHMmPo4x6H0ch5lJHX2wR4CFMY6NBoCQUykl1zpN0+FwCCmnUnOqRMaajsk624VciBQRlVJSiCzVMBtCh9xoZVn55EutaKxSDgmYNLNGVIYVAIqQ4kZph4wh0vXlVAJQ0VjYaNd13dnFufeeGVmhMVy5FM5koEgkRD9OORYAYGbnnJ+jUoZyKdM0nZyczPPMioxVs59zSi895yKllJdudqWOHlfn3BFITIAE2LVtjLHve621tqbre2V0zjXkQkgDlJ9cX7//9PGVZOw6n0SIp1AyELF2riVmhToDxBSZVUkJgFJKTHwEOx4n+iPGotZac0HElFKtNZVSKglyiEPKU8kyT8nHSsoAVGt14zrnWlSatEopWatiHrfDC9QCTCmlGPOcCpIBxJub6xeXj3IebKeFaS5ZSOUjG+KnX9paa8kZALRma/VR/u3HQ0oBsDIzojhjj9LAlxeTQEqZ49k0pZJzTamIIBForQ1ySfWoJDZKMxIVcdoUHzUoJcgEBNFpiONoSSlUBjXkjJK4hhLHnCbinFKY53m56p1zPqST9XnTLhFIs2FAEiqpSqlWaahSYoohWKWX/WLRdbWURd8uulZywcrW9DEIFsWgs6+Gm5yrJm6N4VLqNOhSMcabx8/TPBGqOdVhSIdD8iNAgZJ0GGtOmDxAsiXR5qZstzCPaKm7Y04edCdLbkostQIQrk9PBaVInPNkOjWkQ6QsBoOkxem66zoGxcxGW+9jLaBijMI1jnttNCmc5gGIEBFqrrVKfXnsOD5Xjs2kUgqIaGMgV8NMAgBwGEe2mhQDYc6ZAAEgI2aBTQ7vPfky3r3/yuoUu+Zmu7t7dnHIuUlRtbZZ9uPhCRBBraUU63RKyShdSim1WOdijEprKdUonWN0jW2aZp5nrXUp4ke/6HpmLbUeyRqjn51r2lULZJ5fXfaLE2babrer9vRmc5UxGGes1inHNE3GNuMQluvlYrHa7a/2h411nLMnQ4Q2hURIgHj8vIZUj1M1GyO1xJhZK0JWSkXvAdUx0DtNwxGcFkJQSoWQAOD4PT8+ro4RUkQpya8X65v91jpDjMM0GqWVNfM0o+jFspMEpBVWTGm+vHr21ps/l3wgxYC5sXzrVvetX/iFVVfi8Gj7/IMQNi8uN84527S7mDZj6E5PyakQ5lwpVlDN8mo/OddGn6QwIRyCN8aGqmKQWoM2bo4IleeYi1QIvlTKNWekCHU/H7BrUqy5prZtlFEIOM/z4MvnHzx+9NkTRnV+cmqdPj8/c40a5mn22Yf8+PkzNv0YIVdUqPY3m3E3SsppmKkioJBFRnV7fSuV2tRFFYy5TtMMDIbtYTsUgWmajqO/Wq0Xc5xLPV4jzMysCyNJlnLMNByfbceftYhoNrVWFKixGsJl04XZp5TI8ByCtfbYhK6lLJsu5+xrqY3+YtrBFRfBi0XvjL0Kvvq8vXl6q2XsnLYNScQMRqvgvXUu+3icN46jSM4ZqvhSDCtEnIdRWZNrUQiNM/M8G9sv+zVAimHMMSalt9H3y3Z1dh5jVMiNscowGpv9NPtD8N4gY5zXJ2fzPiJw13Vfff6j7fbm4kQzEQlu9gOxhhxKrSnJ0QNYagHEEmMRQISSMxAkEW0tARx/RESUc9RaAxAiGmNijN5759zx5XCcLqy1RUlFAEC2BkiwyhyTY+4WS6l6iqGUFP2w6JaKZT/vrvfXzWJhWxtqaFbd7/yt33j7zbNbd0z2r1n4VvL7KRbv/WG3Tz6cna6FaCSZQJVUXNcmADo5jwDQk1N2s9+t+hUAmyWsVqtSJISg2RapS6dfQr21LRkJNSirXDOnrFCapiECEqDjmGbp0ZP333//q971X+JN07gsHzatadt2nqK2xpe0m69ct8o5Q4qQSqfNfhy1YacdAZ5enGjT5ASjD43rx8l7H0up0+ipYtM0Mcabmxtk0M6pw+FgDM8x2lZNc045HFP0x+MkvPzr//+n1ooiThkQWTaNs1YZBM0HSaKZmVHAOZd9mOaJkFjzEGLr9E0O3/vso6+99kacffJzCbHL3c7Ss8MGrA7DiMilFCQqpWita61KKR8DMzMCEhxHgsVikUMEABRIJZcirBUATX5etsYYXStJFnLGNm2Mfrle7a93ueTNfkMEtlUxZUXQaJWFx+mwWJwv+z6EsLm+QZQQgtMIQJ2z+3x8uUstGQBKKdqaFCMSEQgzI1PICQCS90hEgEqpGDMAhJCc4xijUoaZ27adpqmU0nVdzhkADoeDc+3+cLDWeu9tY5RSBMikDuNA6JxzpNC1dh79+ckFZZnDdHH/3pyCD0O3WN15cLY8c6qrSTIAmeaESl233Xqz1/r/x9V/xtq6Zdlh2Jxzxe/7djjhnptfzpW6qqvYzU5yM4hRJOW2TJG03AYkG4Qhw4RlAraCLfqH4V+GZUGQYRsGRQsCk2VJJtVsit1sdbO7qkNVV+hX4b1XL9588g5fWGlO/1j7nHriwcPDueHcc/bea8815xhjjmGU9UAE2kJ1gyeClEAyKANKlXHcJ0LrIWYQAqVUzN5ZEGEuoKCUokCR8VBEipRStHOa2iIsIswZAAVBIY3j+Mprr/7wB4+W3cGimy0O5kBlNm+2683rLx1pa9gpVjJMY9/303ZjtdlebG4dLbxxwzAJ4zClzWb97NlFCMXoFhhDzKvVmoiW83k3a9LlVlQE0EMYdK1klRBSSuVYSEMpmQBr81+nBK11EQYWLkwAWBhEQIRTHkuZYgBLRDRsNtq5Vls0pm73CgArnJhjHAzIO8ePSKkYpjGGWR4/2Jyzpm1KFRVS2uYwFAAumYhCCCwcYyStSi6alDFms9kgixbWmqZYZrM9ZgGQvb25FrxcbbTWgmI4pxRykXGIQwpxCsvlnjF6GNfAKZU0mdQ6E6egTFnOF6cnzx48+Li274SGcySUFAfjOyhoEGLO1bmsDmEIO4snYCEDRUArDSwlFQJsmsYYIwjTNAFw1zV11cxaHeOEqESkbWchBKMtAjTG5ilP0+S8V4qsdlMICFZyipFb68J2SPkyxWG9XpvGW2eUkpJ6Y62oSF6hssBZGxtC9Id7cYpqtoBcWACJUGsAKRpFlFJGRFS3ZC5IRrwZh0AspmlAKU6ZnANCZM6ZBVAZjVo02pKS2mlhkVkQYZpG0zW+Ubfv7H/lD332+JOnz79wI0LfzJz35uVXXrp7eOgaGgFAwzhGZU3IxShdtpGYiOX05PzDB49OTtehqDv3j8KWT56eT32KMVuiGCfXzN/6/Ivd7K2L89UfvP3Ou++9r7XWpURvdORkjEmZRIowG2dLKaVIVT3uPpiNtoYUFjaokAURY4yZixRIKbu2FZHt0BtUUIq1dpTY+CYMI4N43x4PW+VsiFFrTBA1KyxEzpQ+EWEIQRujtc4xEWDK6WqCgTprO+c0qca6fhqZ2XvfT6MivZjNuqbt173RbrFYrLZ99diKiZPODMW3jrkMm8F5BYKZU6Ukbt6+H5K11l5cXPTDRhtKkEsRTcZKdoqGqRdQpFC4WGtTnLQxAKCwXjpST3mlGOqNDwDDOJhklNFN05RSttuttVZElFIiYoyLMVprp2kKMXRtB8wi0rZtSiljtr5RykzTYIwiYK31sB69yav1+SuvfDYJ+HYOuTRWxaFXHWqnp81Gaz1Ok2+bWKKddcAM2hEqFhHAXBKRYVaIqnDSQkg6S0GkppsBQGGpNhaKBbh6WypAYsAYJ601iAABh1hX2aw21pgYcuv8hxePN/3p0eGMdHjttecPb+5bpb0DmDI4knFUZOdzc3J2qppminy4N4fMZSqvvnnr8N5+3+fvfPudy4ux9MAxjTacn63Ww2i8Wiz9cy/cvHfvzmY7hBKUVxSnsWY8zGYzABBBEAEBzsK5CuYKX23fA2EqOedcSmLZEbmshAiAs9eq5Gg0We+BEBUNYSRATtnbxttmOwXwfgLIBIFwW2QU7lMawrR7vUVyStM4ikjKyRpbAY76jer8VwPtjVEV9ey6xlo7d4uwydv1ZjZvGQFJGXRjHzSpzWZNBCFNUkJO43azTtNYnVS01peXl841d27eevLsiaCAwTHF7TA66xUSsChS1upcsla6lJ13Tk6pFEFURBpJcxYoO+SLBQhIkTLGgJQUJ5HinCklMed6ZPvNVpOqrrfzxSyViIq01ikFY20CTpIzsXJKUFBTKoJWZ0wXq5P12cqKndYTJZgut51xWowS7Y3TIF4ryMlaAzkCCEiVFGkAEiYoJEWAwShLQMzMmYEBgASQSOfM1T0SSAFpZTQphQRkNCCSobotqpAIUASN9q3zp09X/Wq9mDevvHb/Kz/x+Zu3lkiRqUwhgs6c+q4zKGW7Wj/55GHYbG4sOkVFq9QuiCnbBm7db/+Fn//SZz7zvHPpxRcPbt1e7B0twIGdN/uH8/mysQ34Gb3wyv0/9Ie/RIjYb7fO2jhOcYrV2atS/9cmEde9gTFGABKX+hiUNRlEG0NGpxAhl9a42qiBVlNOylprbZwSJJEsiAioWCnQZF2jnBZFQhhTQVQlC4IyxpNSAFDXEOTKQKUCF9cgfNu2FfUchkETrVYbEbHW9pttGMYcEwDW5afl3jyEMYbh5PRpTMEQrjeXx8fHXddtx8n52e1bd/opnJ4d92kdIMz2ZrPFHFGFYXTGMJfaDFw/G8YYUmoneChFISIRXkFgBlX1dso5Vwi20jG1O6+fOOdqM9Y1bd/33vvNZrMzkglDirHfrDNHMqpAjDHmnJlL4jDEbUyj1UQCVlmrdJoSCKZcgFQBYRBBBZIZRVgAdG1eRHYx8rVdRkBAKCkRIYD0wybGCUGq93Vd9lSImTkLFxCtdcqhlJJDqFa+WuuUUon5/HQbQ5jPms++9fIrb9w3DZNiUqCUWK8EJaSp5ITCe4vll7/8pZv7hwQgkJRTGXOG6DtDCtoFfP7H7v/8H/tx0r1p8937+zcO9xqn+nF7evHkcnO6HVeMsZkbIgDn3Gq1KqVYa+MUWt+lsItnrjt19dzknHPOgMAIymhtDSMU4fpMeWMVUgyhxISKBAE0xRSVMq11krLk3NgmxwJJIEPY9mXKKJQzK22ZWREhQIqRSymlMHPVERNRZTdqnBAA126hvur7i30iaud+mPpxDAp1juXG/g3vvSAM07harSQX4Wytdo1OErquURqnGAW1so1v5j/4wQ+enT9l4kLlYrzsx6EW0SFGAiicrdEiJZfIpeScuZRr7O/6QNcTqZSy2hpSOcW6DuUby1KQxDeWOY/jWBULWlfm1oQwKiTgwiUphG7WzvaWvrHjuFEIWhOKSC5da0Pcnm9PWBXRMJUw5uCWCzAuZBAE1EY5r33LSoPWSShmAUJBLCWJFIGCCDmnUuI4bo1ViqCU1LTeWB1KIAJCySnkmDgnhaiRpJQKzxmjtbOt81XR77RRVs+7dubNqy/ef/GF29YXpYtSaI3XSotIzLmZzZBEETDDOLBzNjMLQCxJKVJGs2QAKVwKxuVN+yf+3M8s9sja/Pztmwez2b27t33jQDEZQUO+dUSoAQBBOdcQyGzWppQESkwx51yuol2Y+YqMAaUUEJnWFxAwSpCICLWq0XjOWClMRNY6pXVV5QghEKWUnLUkAIKKVON8/cdrL1hZ9VrSrbUCgrBDgsM4AcBisajz6eXlpYhUMCGMU44phGAba53b9qO1Lucswtogl5zCFGOo2VGFk/eOCJ1zzjaL5Q1tWwB48uyhUpB4ijkIIWi1GvspFwACABGoqLAItF0jIqCUMHPJ1SdGmKEUACDSiUvIJQs37ZxQhxDGIRhtuYAwOueapgkhMPMwDrP5smK0zihgbts25yK5IHBJWRMJM7I4Z4xFlhDiBikP42Y+n2cGZWxMIZfctl1BVQQLUogxZWFRxjbGWi5A15MiACEpo5WySmsWqcmxwIWANGHZvSFBa6u1BQCBIoW1qsnFpcQUS4YSq7xu2g6A0rbNfN70/XqctqhQKUVIAkJI2vgUC5Eh0szSNJSzaK2NdkVEoC7BFwBWhFqTYG7m9rU3nm8bXM5cY5TR6JxBEtTYdpYhEiNp4613tQGYhl6kXENahJoFFGoQQamiHNFKZRbSlkkNU+zHsB2mzBJz6de9FDCCmIpmmPmWGTKDsZZFGBlRSo4IXEV6uWRAFM4gwlAqgwqMMWalrTIaEZVCa9TMu9YaY0zrPBk7jmE2WwDAZnUhOZPBMWcwZu/mLbJutlyM06ZfnSvKjTcs2TkjImM/bPv15eWl1loKSHFGz1ar1Ths1v0JkZQiIZcB46RSJCqAGVArTUIlFUU6pAJWAxejjUaFJTulDRkiY5QFANKKNApCKjkVBlTGOBFkhlIkhDRN1SIErfUxxhBSxbwz8zhF53zo+9SPlpRRVolBIeZsLBCGxsrTJx/lNG7XfQyyGQIgiWSAEsaolRv7kUhr8Zp9HZc1YhqTAtTKEmoBZIHARYwFsgyotS2Jwzhq1FDd2WyLRCkDAHBJXCJJIchZMmrj2kUWznnSpLzRWlM3c1OYlNZtu0gpQ8UEmXNhIKW0L4UAlaAAAkuM0wQiXjcISIKcGBiAaRpZq9ZZ/8YbbzDHwgPppDRrA9YaTpEldDNLzncIStGueVVKMWciqAQpACBgJccBhXDXTeacj09PVpt1Pw6IKIJjCKiUaxoAyDEaJIW43ayttUTECEI72Z4mrIoKqXEkSmmtjVGV780pwQ4JZiBEBbUJa9t2mqY0Be2sMSbmtN5uN5tNgdLNmsoztbN5LJlJHV+ciZRu5lMYzi+ONYJ1OoRQJVegCBCVsTEW55px6j/8+IfW6MIpJBHQiaRPYSoRyDBgVcDUm05rDTmDVjW/SmtbCe2Kq9TnsK77Xn3oq99HZmAGrbV3LSIWYWW0iIig9b6OCgDQ+dYg9ZutMzZOqS5oxDJN01YgTsM6TqMC5XTj3awfA4EShq7dSxEX84OSQJkZgOYstfpYpUFIuFJ3CEBEpKpdeCpESmtDgsKglUIUrakUUAqkZIXknS8xEWosRMoAIWgzpqhbBYZinAAg57gTRQkppQgEEbXSCDSFFFNhEGsJAKxWmjBnzikhKKO0c6aUknNNOoqrixVzfPOtV1555bnnn7vTNc5bp4CUUju/tjClYZiYBUSh0sZ5AKppgIL1ASIQytXMnnNmkZiS0rq2blMcU4namsxliiHmNKXYj2MRUdqEEGKMlfUppcoUCyKSriKCH4mkUkopJQQB4Aqs5ZxzLimlGCeR0nTetQ0A1Ok7pRRSiqmMIQ3b/vzkdOqHuqxCShWQzNz3G6tpuZitVpfW6X7sfdOR1kKYobTztuua04vTKJEBUTlCw0XliEgaCJizUgiEU4qJS1Uu1wmlCGcCdEaMAmRQICVXv4/ai1dcpXbeSqn6DFTEIIRARI1zwEJKVUubkDKSNtannJGIVFV+GeNcKsUYQ0ZrY1IM/WbdaFtCTKE43WKxmF2eUEOzWU/OtmkMAMScWXLMMUEuAoWhJEYABWIASbKSohGlMCFZ6wEAUazFlFdV46VqJgeLUhawVeg5Q84MQNa79bRhzNoqRHTOGWMAWRsSKEhCICVHEPbOOG/qUyFQKtBUB3oAyCUjoDVEilmi93r/YNZ2/ujm4TCsh2EbpkRoU5QwstWNQkNEFkSlVGKs42CuuYrXWAEiIopSigiRyDW2drRhmioBUSX6KaUr6JYFAAiLcCmFZafIrj9l/UFTSuVTH9cE25W6D68eFRCh0qitSbyjxDb9dophOw7jNHrvu64rwmFKXdNqrYdhmKaJoVhvHz99hCRGqbOzU+9t32/btq0AU70rAMQ3+u23v22NGdNY5+0xlm0IhQgIM2RBUEplKUUYAEpKQAqYgTBxCSWLItCqNuVWaZQfqb3qEFkfXfUZr8sJTdMg4jAMNV84piQIs9kspTRNkxA652porVKqlJJKhqs7qkge4xYwpxS2260iTaBIe910iXm5PJhSNo0vwtpqQBRkIFRKISqlTMnCKUMpkAsCGKVEBJBAmSqn270QkhEwZ0Ztc4qgFZSCiJKzVpRjKVlms0XFdkopddeoZCGkUgqhruRl/ZlzjlRx0By10saY6iNbsZTMKZWIWIwGgZRzNF7P57OLy7Oua2ez+bCdOKOzTWu7HAuRtsY3ggoUgVDOjEhQDTeZ66VWP2eRnMs0TaVEbUhbZZxGBZlLzImFgbBWZW2NIIQYijAg1uPLIECCCgAx8+6Y8qf8VhEFUaooVkQAuCrFqkiUiArIFMfValU1MdZqINTO1kNQ8e35vDNWKaU2/VqglJL7cStQconOGeY8867Vdn1+YUm9+eorDz/5cBjXRaKxehfjB8ikmJAJnfecCwAhGVRGacsF1E7BhoCQY+BS6suiiYgIUZRCa6s51S7KIuc8DNtpGrz3s9mscCqcnDdVA5Rz1lpvt1sRaZpmNptdbtb1C4EoMzvXpMyCwMR9HC62F+txzaowlDFGUMCSiyTyJkICg0MYCpRUcpZSX1ZFhIDWGiiAQiBYL3oGhWQBFQukkgGViNbUlazHsWjrsxB6N8UJrDAEpNRfXnjnWj/jwCCkydSiU2Hy2huIYCkCQHWFRgoToAiDyDjudp/qpWqtNaR1tUPiorRizsC8WMyIYNuv+822Aqz9ZgMi3ngdwqi05Bytria9GUByTrW6Xl2DshucBQCkvrdEJIZgrN0JSYkAQJgrx8ulAIAyuiS+rqD1gNZ/tl6R1+d1h8Mza60Qdqe2jrMCTESztnvy5EkKRStIDHkMgKCNc871635veXgFHOsnz54hQuFgrc4l+q4tKSilYoxhirmIM75t9lzTxTg9evQg5l4ZSSUKJ9rJpqUIVwabSOecNanMpbb1wkUhlZyBCASu/2MATokBalWrD+1abRxCqGh33/cVQKzLCDWmna807CGEIFM3n4WYUZEy2itC0uM4LubzHEvieL46jWUCaJum8cYCQkxJadTaBJi0soCYcmmsLVwyMzMQKSlCGgVqHDEKCyhNqApDZFGAQJhKrEtTOSZSKjEohWOKWqssWRsFQN3SAQMUML7NKWmrjLGlZKWMUiqlWPt7RBQBkYroWwBJsRhjFUmtr4iq+rGCBmZBREW7c1V1oaSVN943rgoDrbUhjDkXajvrG2NsvToArqqa1rpKKYhAa301JmlCksJa65Iz7kR0WM8XIu5uipyV1qRUlZbWK16pXcmp4qb6yTXIVSe/2mJXQ1kCBQBEoEiD0LYfQyxAgLoaCZK+kn62bZslb8dt4jSFwWrdb9dGkQgbZ4EEiNbbLYFSgMrApr8simb7e9a7J8dPUHEsPZeoCb1Gg0yQjSKFBKUYIAJMJV9DsMAoBVCg5ngpARJQSgmUClHXv7lbSaDasSvnXIwx50gEOccYp8od1PG07nRUFpdQC2POBQBTKoiqthMxlWmajFHjtOUcQEpJGQUggUJrtAsla/AiiEhOm2GzJQaReneBQMkcE8TIJQFEgAKShDOWzCUBI0rixJT7uDGemDJSLBIAQCk9jSHEEseUxlSygIbz7UXEnLnkvFtu3YFMSACEqBDAaJOihKkwE4om0kqZzGWaIoLSZIx2nBCFiNQ4TSUX5zoO8MH7HxPaYQyI0jQ2pcCcEWGx7CiXsZRAJEqj0kgEhVMdHXKuXgY/ag9qjRSRHBPW9T2AajlWy20tG4BYchYRbUydgutBrK9NKaVuxtZf4tUCYP3l9SpEBSKuK/RmsxUBIqpyPbiKzhvG7Tj2ApxKVIamOIax5xQrPgCIglCEUyoAYK313qO1mcn52Wq7SXkCKFfUFXOKqaScuXASEULKnI1RAOC8B8ScEgogsyFFIkqAS6lBJiyina4P5xovqI37NE11RtFa1/tEXXWB2+22nt268JhTGqcRERVS6xsRSSkppapEWCmVOMY4nZ+dSC5np6tHDy83a1Gox0iJ3Sgk2Ag6ICuIpHWJRYFSDEZEC3tSlpQhpRnSNJZpqyVZFpgCRbGFVJZOOZWgAaOiWNEzPZMJZ37pTGN1g0WXiOtVVOSQdttW9SWrdSelWB9a1YYQodY6TKnv+xqJrEg5Z7XG+heYGUEhKGcbQpsKhiTbIR7euOm9Xy7npGA7boxRRXKWrFkCACvLw7QZxg1R3Qr8ETQLACmV2m2KIAprra+PLxFhTQxhIUBCEhYCxKtg85SjUqoKQeq/Vh9bZfyumnd93QyRNqRNnAJLdrZWJmbORAQgLJhyJtLaGIWECN77mnZijB7Hvu97SDJfdKAw5eyMHccgDFpbSxYFUs5Gt/PF0Y0bdz/56L3tsEk8KhKlDAokSQhgHG63EwAgaaVwipMxVjg7q6UwMFcJLCHVYy3AWlMhKszKkEJKacfQDsPgGo+KqrURAHjvh2Hw3lfooPEWgPvtlhDHYbDWGm1ijFXIZq0vpUzjWPVASKIAx7G/vLyMsfzKr3z19HJ994Xby5t7e3f29czM9owIaARD6GZ7GcA7VcYgUpAL54GUIlAyRMXFclStLhcb5fZ1VhBZUlbWSMnYOIiFmEFnwGy9g5XEmMd+CLGcnK3YwMGd/b1Dw3bHR4Yw1qG2btsqhaWw1iQCCEioje4QhaUAM6JCwloLlFI5Z6scCiCQMfDu25+8/fb3Jak79+9pa0SK9zaDYMHMSY/hAhEEc+GpcEBgxAIAxmhmriLvCi7WIioikgvSrk5URUE9c9fA5E4NfUX01U/qvFyPpjG7V6XOlVXsUuX6ta7XNez6j19romG3p6qrapZz0ZpKKSVNWvlpHFDQGWs7u1pfzufzcZp4LACAoFrvUkh7ewfO2AKucQtN7qOPPuASEHLJgkJee0DSGiIm26o45FKKMooUIOQcedF1U46AFGIgpRAgM6MiLhxzEgSlNYjEmHTdqiilnrz6M0/T1Pqm2h1M0yRXbo01T68K50spbdsiYhhD2zT9ONXW4lprrxCdc6enp9th2neHj59un6x+uH/nwDzt5jcX872ZMnB0sJi3ttXQGvJIfR8/+ujheHHx7PFH1topS4nBabh75+DmzUVjG4L+gx8+OT3uFTnrdBgnYSqloJab927dund7M8YnT8/efe995rwdh4PDOzfuHCHpe3f3ikDhZIxiJiRBgJQDIgojEVXpsNWGiFISQFSEMUVFBoAQYBxCbUSlqnMELs7St775Xeu6MQVjTOJCXArDVJKI5JJ1TBsRZihKi0BGAGZBgpRybWKuNQb1Ka4GoggILLXprCAkIWlSFbiVwoCEAoW5ykalVJCIEUEEck5EtcG19XWtt3xNyWHm1jfXqzsxJ0RSWldkIMXovZfCJBBCUEbXdnk5m2+34ziOxltATFyUoRjjYj4f1wNqIG2HPrb7B94sb+7fHbbjybMnwlPTWJHS6mXfDyiQgbu9bspJWpVCijGRgCNcNM2ibY+HKUjhWhu4FGAARK1FBLgIY8mZEKp3WhFkZqV3z6G1NpWcclKkENEYNY6hpDyfzzMXEdbKOudYsM5qwzCw7PofozQRMYNrbOhLzOns/HL/xp0oCkRvxBzMD5+FcLEZtMaTGGZe7TV2bsx4vtk+OX363fc+evt7//C/+Ltjv2Eyd+8c/cQX3vpzf+aPvHy050X1m/Ttr33/4w/OVutpNm+7rhMmAEArr7wpJ2fjmPjr33j30ZNnt+8dkAKWaf+GXZ8OTz7Z7h0561ROCQEQcBz6pm25FDIqxai1ZWZBZmZlVOFEChBBKQRhKFBxNURarbazbnZ6Ov7Wb/4uKvfgw48Wi0WNIUqZtfOb9bbtuphGzRIQUSSLEKIQIXP1s4Wr0rbTfNQ2QMqu+9wxAvVA86f6BEQWvkavdoOzMTklRcgsRMBcBaJFKaqNAV9FEVU+vNbjeprr0G2srTgfax3GqWitkYAACLV2YQxovFHaLBYx54IcwmgbP/T92A8V9vW+9W5u3cKZ5csvvfqdP/hmycFq6gzlVFoCbdwUtxqorAeFhRk5CxEYgJbh3o0bOeetUikX42wGEEVQACrbIgAFRERduRbsrrwr+gAAjDE55242q2Q1Is7n3XbThxBCit46RMkhJoGcs7e+lNLO5rmUGEJKyflWaxvDhODDtF1dngNQP8Tbt2+wctuUU6PJusgxxNLMZ+DNZkqsPNv5bHlbq48R2sXcF9CL9iBNsGyW02qc0vS7v/Phe99539rbz999aYgDF2ybWcoTUDx5euzn9vRsvV0X7w/39u9qpx4/PvUPzubL2ccfPurmL4mIb2zOETRa66DuElfQCllrKqUiRZxSgryb3YmICzvvpyGkGBbz2fe+//HHHz71bhGn8ebt+86ZG7duOu/7aZxCdtbHnJUyGrAgEQrvAnDrYi2DMfoamiVAhSDCnBMQ1raMlGKQUnLlM1NKmQvkGqyrAAgRsEZcAhMIIdTRTSkyRlWooSZPVGBy967QdRQq2lTIgqx3zBxz9I1VSmlDJVBJCUDiFBWKVnY5W07DpABZoGkaJpmmYbPZeO8JSSrfzFKKZNHLxZ7x7r0P3kllmne2MZkTmGncd20CTwQsmclmJad5EgYHcKeb35svp5yGvp+krENUVmlrEB0zc93RACAWY0yYIhGlVEir6huCiHLVVoVpMtq0bZviNMVYE4689wSYc44xLg4O68qNtXa1XlclDQoIlM1m1fpFSj2C7lcXw3YlRm2324Ob8wCZrBNEss5qzIXHIXTGgW8KBqUXzu3P/P7p6VMmuLicwg344bsPLh/psE0P3l8fLG6R2js9W29zDiVp2uzvN6/cP/pDP/kZ2+KdnpHOfu+bP7h974Upxfjg8sHjc9vYl1+99Vv/7BtvfeblF1+6BUWlKNpoQMgpVpFTLoU07Xbop6iU0tqVUkqOTdsqXVVHZLT74P2njx6ebDfZOn90856is/nCFxalTMlDEmZRxpv1dqVZMjAAQim7+lfx19pHViOMWqVqES2yK7fXIEDFdHazf6UERK4XqXPOyhAIKKVSKmqn5ge7A3R3nMI1B8YVxxUAgKoIk1DzHGmaJudcnELrm4I4c812HDJS34927hrf7XplKdVPs3WqlDKGaX+21/q2da1v9si0X/zxLz969ODy4hlCiWPfMrUA+41beoutJpTGdzGXDDI/PZ5KgsR3m7mdkjIkITijNRYujCzEggIogEgFBFhySvAjh5gq7yIAkCskAY2xxo7jaI1qmuYaJQw5UUEB2ZELpK21sTAZPU1T13W5FFKQ0jRfLK349eb84uJsfnTz1q1bm5BIWdu01psQ+hCy6pyzSgFNqYC2KZd+O3IBEaV9s+pDFv3Nb//g57/yhc9+5ks/81Ov/PCD09/86jff/eEfPF1vt1M42Dt8+cW7L716J2QoU86MIeZtGB8cPy0g6zRNl+dkcIrjcy8cPHp4OvRxb392+/4+YlWWZ6VqOoQREaVMjNEYV8EBRQoVpcBGUw5w/Ozy5Ozy+Nl5CJiSWq8273zv4XKv895lLmMI7Wx2drllkBhz03QagFkA6/BLJudcr/dSilJKKWJm4YL1WyniJFV7wMIAaI3JXOqPQqQFBQCEhUV2mrfKJvNV6sOV1LVel0qpGHOFY+sc5lsnUlJMUn3cnQVEa7UgKIWVWMolGq222/UYE5NBMoLEpDQp7+1muyqFU4jaqgLFWFtAgNAoHcfh7tH+cjn/jV/9NnGYNxbisGf9kfcLpRbeY4lGqRIFjVmHsdk7uNz2omEfjcQc0VhSKU0EwCIlJsiiAJFQK5ULFkmlgNYkUKelUkqxxpdSQMBoN45bUkqkKIXGmO12W4m9es803o8xDNPovEPBcRxrg18qaJJz5uRbe7E+ubXXScljDCHmKRTbtZl8iEU513Vzyb1G1oDemGA4EitCo0lIQGPR0i0Wx+v1vTuvLA7vzPeOLjf9k5NHHz9572L7+GIzNLPDYciPn25/8O6xny1v3j+YUjkP4969o5/+Ez+7d9j99te+8//7L//rjx481PaF2dznnIXNgwePT09vPP/CHdTivBaCFLNxtfGz1aQoRsoJSgFF2io4P9l++MEnz56euXZm9TxM6d133jW6feH5l6aw3fR9O3dglEX03l9s11Urp2tlvWak6hJ2PT3XIP/OzJA5l4JYDVYRECtqKMzG2hRybSSuUMkddGqMSSHV/CfvbQ0ZRMSUijGqlEK0w7kAAFFSCvU7StnV9qpe0FqnEFvfbIbBOydIoLRzmlELkta0XV/uLw7DGPv1gBqqM5QypA1prbt2zkUd3Lh9586dTz7+4MnjDzQlBaWx2gMvDO0bayUrRf1m09hWK1VIAhfdNUZZmUIsPARYzuaPzwcgIAEoDICCWO04BKrHqs0lamNijIDgnIsxCDOAyiUCYm2KjFX9MADANEUkcK4Zx1E1OnPRxonIOI7KaCyZyMyWy+12S0opMgCgrFr3l4Z0v95wlpTK0f7hk7R2ykHhAtxppRFyDKItZy6lGKMYSszJeHexGYwx/s7to9t3zi5WXz3+3bEHMO4v/o//pV/cX/zSP/mNv/m3/j+z9oWHz8ZmQbefu7W8ud8sFtqfmpl2SztAsV0TUzaz2WY9XVxG386UnjUOTp5sPvnwke/U7fu3nn/xrm/sdjMZY3MqiGZ9OSDpMJZxCGfPjlOI9U/nsxtHN+6kAg8evO3s7N7dF0Xg4OCAeWDmGOOUo/PzpmlinEpiXRiuQeCri6wGsKvKTBljS6n6aK7FGAQ07ZTdKSUE5FwAasMAFY9MibXVRswVv1VJZwFAokrPQs5FBLSmqi4opYhATmIMsEDrTTObb7ZDN5+JiIKqxRmIKOTUtLNx2MTC3bybLzrgkdMwrKxSdrFYXG4unPUhj4Ykhcn6vcv1eOPwnu9uvPLKa7/91d/gvJnGs/2FMyINskfRDJrU0G8Xy9k4joqQJYAUiRlMq6xWQq1rHh4/m/lmnEYBQCQyGgglQyzFasOZmdloV66cH0qVnSJoTUph5WVzLspYJArTNGu7GLP3tpQEJNY5Y1zfD03bIYokkBTX07iYLVHR0E9QDBdIzEBhfXpZxjgOk2htrVeGcpparQ1w6Mf5optCbPxeUGETh1ESkF6vLpzzBvTRwVJTWV2cpX5czI7+9J//U3SgEoX/yQt/vA9PfuWffj8PZhhXzmvApE1xDfMQnpw9ObvcfO23vv38vdeP2sVy1hjljJmPAZCdEQVK53F48PHxZtg89/zdcTM8fnzMRSlDhaeunRvbjX2cViNkYrbDIN2imUZ5+3vfPzm+mM8OgahIuLhcLTrvbcNGSEEIIyJapUMc9TWTdF1i5WrRqp62nbJBkEgrpWKcqitWZbDgaouwluR67kvJSmGlzIyywDv04XrBoeK+15jrjyo5gNKQElhEIr3dDE3bVA2CMJeYrLXidMq86bcMUhtiZlYo83kXJyBENE6UzlymaTLaQ4FpzLP5vtbzl195s5Tyzg++u1kfL2dmGjaNQUDpV7ntbhS928pyzoQ4KoVaO28dM4xTIOcLiELiwt7YyJK5pJIJVeGiDOWS5Kp/VWaXDpBz1lYxYymJGY2p4mAzjH0l1nPOIQRrNZEuwjnlYZgWi0Xf91VQUhGuy/W5M40xLufiXZtDaVu/WZ+fnz67kV7aDitxOIXYoGCRksPto31rtEYzbIoBrbWdxtTMFnixKgB1VXPYjovF8mJ1evvOS5mDu3HDQt5rzJ/5hZ+bH9x6+1sfUzQOsyWZzxqm9C/8kZ9a3thvFgfnz34jr6TM0ikxWnj87Fh7wZLnyi7n89m+ff3HXnn187dDCLcObp0ehx9+8MA1/uf/6E8d3tAA8OiT8geP3z59eqa1H6Z4ufpkjIGZkcw0rp8en1knYVq/8uJz7aV/4Y3nzlYXOYWcs3Nu1rY7yPAaq0dE5upta64mMLmWrdTmoSLbn6ay6mGtLUHOueohKoXGlAGZGa/1A3VQizFdcZvIDEQIQEoRCKPw3v4BFxBMpYgCEGFvTEEahqGfUjdrS87CsJy1QCYOk9KslEaPaNRlP7p2CRi2Yej77Eyz6af9A7+3PHzh+Zd+56u/MfYr21iB4BFbUp3Vt/b3G/LjOPZxmHVtf7FqmkahGqdUSkFFs3Y25LJZrbuuMSNP/YaUYWEWkMQIYLWJkKw1cQrInENtb6QueCKiUrv7Z73qm9Za4wCg7yeE6J3abPrFYq+UYhs1jn2Kg3BaLPZTyjFmYywzI7FIUtqkHFHRan3aKrXqz/vhYjH3j+KZbaxzRhvolG+bhkNqG5cwgyK0y1YvJlaDsDdOrE0Jme35+aT14pNPTm+9/+gz99pRT67zX/njP33n8O7rd77/0Tunt/a6eeMeP348TQMpNYX8T375n8VNKht5enmyWMzEwvHFx67TSrgV5/TpfL+bHdx54TVQ5L7x9Qe/8o9/l9nOl3tT0E+eAAj83u/+4Nf/m69KIUBNqC83l9baXMLl5frw8J5tm1v3lqZpx5iKyHo1xCmXnBXROPRGz/Q1BXWNNF3N73g9LcGVdhauZGP1NF+zDHAl1LoGCq41A7VzBdnJtWjnZ4+4M/fcOdzXF7j+Be/sdjO0TYOMpFSlf0sq6/UGABZda3w7jiMipZQJKeeyCttu3mlrxxhKJkV6nLbzZpGj5AzL+aExixdfeOPRo6fvv//eZntudDFK78+XOvS1ce/H3lmriurHYTFfTv3YjxNazcCWdClFcqnLWCFGBqgyQ0uUSjJaxRgZRJArIBWuePbdk8lMVlfar2l9tQWw1oJA17SlFOu6vu+JyBhTNUk5Z5ZcfzMjVL1yTSoEyFo5VIZDYo5n56cAsOiW5MVpJTlqY7ardWNsSewcJihhSsa4UpiUSZwYTAgBBQ25dtY9fXz89a9+R+/Z+2/eJkNlvLx35+Z30tc/+fCd/f19msGkoVu408tnTx59uN0Or77wyvd/7x0WGWPypk0xFCjztklM29VYtPs7f+cffP07zz188rFEJtEpK9eM/8H/+W8boz755KECau0sJ1ZK9cOI6KcpKgBi9+jh05dfe9EYM8Rp04fj07UofXCwF0mXEpz3Y5joul5ef+zAJs5EgChEUEraJTdxvhrIdieyfo5XoWTCjAIECCyaVCXAWGoX+6Me4NPl9p/77pU+qMA7IuYQSUCDssoqUIWlFBn7SaE1ZHOC1s24qMX8BoGFYhZ+z4CKm9DpheJ2OTs6WN6+cfji8/ffzFH1m6HwpDQr4dT3w3ajlNLOhpwab8ftJsVAREOMZN1isSdZuupwPwSjPAHFkLtZqxSUEpEEADRpjZqLCAKXNE3jGMbayO64aKWNNilko2xJOcc07xbAuF0P1uhSZByDFLZaeW8RhUiHkIxxiNh4t5jPfOO0UZLLZrOJMaacSSshBEWfPHyUxvzs8Wnr5mHgkhgAgdFqs7dYkoIEE3pIVJCoIeVROE0GOcRtiINBmNbDtOYffPOTr/3Db4WPC66UOs/v/863f/93vpEEPnzyUHfm9nM3f+zH3/jilz/zkz/9h7744z/26NGjmJLyuoBcnq+1uDzx8fHplDIYO0UW7L7z9schNEQH42gE2qEv/Sp+79sfKFiSLEsx/ZBCgMvL6eIijb1eX+TL87FxLSKu1+vnn3thyvDOe4+ePVlfnI/9NpJy/Tga66vpOF27tdX7/VqO9GkS67oTrb0BXCkJKzpbh/oc03W3ioiFy9UGDlxXZbzqa6/ls9dvgPpKpxKPDm4Y7XIp45i8c1bpfrNtm0ULoCrsoIxk6bqZNs2d23u+axEFkEuWpbuRMysDpjH9EPtN9G653cTGbJ88/uHJ8WPOg9alcYZDZObN5Wa+t+j7HgkWfpaFCc0wTAZQGOsOd9M0fZi0Nk54mtZQ0QJgZnbWiYhWOmEBFiCoLkDXpFdFPCrbQgQplaqvmM9nm00vJRLqcRy7rhum+r26qrgIIRDiNA21+2rb1hTOJRnjx7HX2EoKpaRpHMf14MjOXKcxKWIU9tbkmEREKUTNTWNJcU5jniZtsJRycn62Pjq6s7//5iuvfebN+cMHx9999+3/5D/+2y+/duP45NHqYn14cP+NL7362S//+CtvPbfJI867p9OkkA9vHc0PFudP1/24ddxIJDYllui7JuQABXLmKUVjWw72Ypxa123WAwBr1MvFUb+KWusJijBeDpvGzVNETiUHCkPhOacQP//ZHy8EKZz8xj/92uZk85N/+McPby0gkTddyaBFylWp43/upNbnmj71cS02uL7yfqTUZqkJR9c4FyISEpAwCxGKCMB/pycWkVIEkRCBSBXmIqytAinrft06H1OcdZ3TxnvfuPb07Fxru3d4NE1RGZtzthnLOVoAAEB8SURBVNYv5gd9P4SJmfOis8C8vlgDKjQJJnPZJ2cX5+t+HEqZ4g/feVtk6JzxSkGeppybZrHfWBRBhW3TrtdrRSaUrJXbbEdSSrhMY1zOlEccQ44l5phBtCYqnAAEkDMXQQCuNHe1Pk/G6FLEuZ0XSS0Hu0gCVe/lokk57aYwucaNU++dE8aUUgzZOVc4GWOrZDnGEjgY5zPnMPXWNzGMjWtC3D55+ODs+Nlzm5fbQzcMK+0YjM5p1MztfI5ZbeNGOBPmksecRyLfb8N520PrXvnSG1964wu4dWTgk5PZhw8/+drvfWsIw+c/89b9V55/5dXXfUPby4tIpaBybessZ9qwKWA5jpMxZr3uBRa2U7EfA8fG+7DpvevCGDAgkomSJTOjbIcJQceYh+247DyK5DEVGIHdZr32FhvjCdSrL79aIp9cnJ8+vcgDfP23vilj/rk/9pNK5ntHi+241tejugjUSlD115W4qnd3Jcevx6xaID99vneDV8k1cpeFUTDEgIDCckWh7eTo6mqpoX7r2gbsegYuSYo2GNLU90Pr3GazQpaSBZHu33++6ebbYdz0E2kE0Y2fT1MIUwkhl5xW5xeEQtgCsG8Ma90tlkp3Fq1V+vadg7e/vVHYNw1P0+RJvFE5Z6vnRnLhOI6j06bScDFF3zTjOGZJTdOs12syDoiYeW9vD1Jc91MGMXpnLAdAmpRoLHEqAEQYY0bEuvNT3/BKqWma6vDqnAvjVEopWIw2FX7JiVNKvu0WS79ebX1jETHGUkr03ueQgZJRJkyjE5jP58PFyLLdrM7Dep2nsRUDHBfz+cybFMLMN1BKCckAJU1N11KjExSJqVkstDEJYpTN8fmHFx9tPvzok9V2dfPOi3Z2+/x8/YN3n9y81985H+d7s48++Bg73971J5th43VBJocxj0C0ulh7atIwlcS+MdZ5jqBFSwQlJg8MVAIKKEbEMUStijMeUwn9pEmVISlSMfSKocRwcXnuGnt+vCYNq836w3c+jGPUWd77/g99oz/3pTe3w+rGnUMNP9JwkEipjH89o9eat1pZ5cputp7peqx/hFvVzrcuxgAC7NbK824rddcLE5EUZmG46gdyjnVZhZQCJKWQS0GQtnVjH/YXezlnscJcXNNst9uTs3Pj/DiOIeajW7eN9koFE2CappgUEVjTCEHRQMYRzNp27wtvfGGvc9/5vV83rkgqw9hrUk3bjaszp02agreaOe/vLTaXm8ycBYh04dy0HkmFEHIm6xShBlTTMKzHvutmeQgiiMqmlLRWKYWqj0GCUqTmYuLVsnj9qKNVVWPW1NJpGIQRSDvnxnE0xokIotQt9iHzYr4IUywZbONBEArM/XycsjfivSet8rS9PHmiSorbddc1hfM45qV1zjY5llbprPE8hokZu1lQetbNL9arW0dzBYnKipNWNJ2efTSG0nhdVHe6PXt6PHzjd9+5f+95znn/uWUfC4esFx1wMMYIFds1Z+cXrlhCxCmFMql5W7RC0iAokrRGpXCMozGqGsRyzn0JAmtvbCnQb9aSRYhZYBp7UgW5aHSQ6OzJ5sHDT86fHFORGOO6xx+88979V+75PVcANSJqvVMF4E4hANc19dOD0TVvXqvsp0elOv7X43jd+9beVFNVqpdrSlZEFCmGXXaA1rpaB7MIUkUVVI6laECFqeSumY0xLJd7z06OLy5W2+1QBFCRNu7k7PiF+y/t7e2FKBcr6nSTOZ+dnbWLeRK2qPcPbnzlx3+Kkrz/3ne/9+63S163BjmhApyG0FlPAjnnPoXWq/Pz81KESSlncxLnfM5xmqZ21g19HsI0FDDGWF0O3OLici0ALAzlRyEIzCxYiKguutdGqDZUXddN0078OgwDANSIBERkEKUUF7HGFc6IOoQQ4+Rck6FsN31dZxCRnDKHSMoa04QQ85AAuOsOL5494yk2piswdb6ZK7VoZ5tNv5jNDQGSRlTMLLk0zuQSrBFiXjh/+8byufsHaQkibvynPzzdFGXatts3/vKTByf/7a997Qtfef3F5gU6aMJ2a70n0AYg51woz2/Mx7MppwKplCn2MQuR8zNtu+12awwZqwCgMw1PPKyHunPBnMbUL103rQZkLKUvINarsV+LwmE7nBxfaA9hiJCFMhtNaRqXizvP3793dO+g7Zy+pmRFdviAyG7Gup6TfiQV2J1FqeqWT0u/69KBUorq2CHCIsw77fY1uFurLxGVnBBJEIioSCFF1fqTMyllM46lSNfOTeXkEFDh0ydPUyq28f3Qc5HM8aOP35PCe8vDwrppG+sdKFzsz4pwM98rSb/55hc5pq/+5m85HUSNuoXNen20WKR+NEgdmXG9PrxxlMOWC4SQQBvfNEmopDgNPQAoMpcX626xjDETqXEcNtM4AGjlWEoEZgCjdUlJKcNZtDWIsrN3vrpJqqyiQle1uSKiVLKxBhgzB2ZOJTVtm0JAlGEY69oCIM6X82maxjByKW3TaUvWtdshIxAiWG3DZjx5ePLh997/yt2fEpX7dVzsz1cX68b4XOCiH5iIBeM4+ZxdnjKn/f19i+y0WS6XZEi1TK1wHsMmng/b/rJPKSDk733//aMXjvz5/OaNe8+ePrFDOLr1Ur6cbh3dvH10t5kt/+D3vvfJNx+lED1iZ9wwpXHcAkRrbWt1HKambc+fnVnTDOOkFjgOWxFRAhfrC68NMxcpziqtVbbKWB9C2G57nZATT0OPIs6ZmFPnzLx1y8bVYfSq8qmq5ODqQ3AtzuIre9daXL23dZgohet+Sz3c17zDdQdclxyvhQfXjUG1NKwy57LLeilcJWSIBCaEpLWdzRZGUeNcCpmU2o6D8zaEzXa4RFDO6lRyKeXho/efHT/a37vlm5a0XewtXesM2fXF+f7e7QcffjwNofHq4uL4cnPatdk1tkDN/wAQOVzulVKItNJGmzwWzlNQ5BCxbthaZ4ntFII2jlNWSllrQylK2xhGZr7OQUmpEFTsBQDoWjhxDbPUVuoanwaAaZo0mYq5AmAuU7XJqqtUOefCCZAB2Td2GkJMQSMheecMl+Jcm8YIVMKmv3h65kBb0wBGi8601pICYNO049DX7tl5g8JGURi2ybeQCgoggmkZ7RT48vGTy4enKYqycxOmdPuF+y++8sYrr70orRSC89PTpA7i2RpL/HP//T/jF7i3t/f//fAfaIbp+JlXCLkgk1Icw1BKIQXj2COq2IdSyqDiuN1o5YDIEimUxJNvbMwJiWKMMSXMEMJ0eOsmYdJa5xhTSoc3D+7evb2/P+9mfv3stIpiZSdUxoo0yac7138OQK3qTyLSuoI4UkqqqnAkUMpcg6+Vz0REbU2OiZnr2kKV5QuU+lXMgAQiggQoSIgkO/cRhRBCODk5Xi735vsH/cCkqVVNDCmnCITagNJxmLbDk0ur/Xw+X1041F3TLpQx2/XUmnB0dMsv/De+8TbzaG0DYwBmVEoAUhhBnBQgxH4aUSnv2s120rqkEJ3WQEKG5n52frZWaBTqvl9R662hujupQQmSFNDappSUMTkJMAHtNhYREQgZJOYkzEbZwkVpVIaQISXIOTtnQgqzWRviOF80MQkqWm/6btZYr8awNdqKFG2M0ZTjMIwXoOaKGgB2VndO575/8P77eZhAi+kIBUqIrDUrJOdLSaKS60y0NCrEUrxyFpUS5hjBNpAn48ZNfPxk/XiivSgWnLetffnNl5974f7t/Rt9utRK9/3m7IN3+pg6Hb3N/Qif++Ibv/3y737/2Xe7zoapjzHPl3ubcUNagcJ+HJfL/WmYOtumVFK/3Z+1MauSMiqe0oiGs+RY8rQZlFGC1HQuhBFAzlfngoBK3X/xucW+N60NHKc4aqepFEH8UewMXamwPo2eXk8PVxoXufpNrtec1kQKa61NV1lBOzyhlFqwr0kKwpqGV6vqDvCqPwMikrAh3Th/sLc0SjHnWdtWH4DDo4MbN24Ya7vGLxYLa23hFHNoW0uQOI9hXF+cnfXbsO3T02dnxycXKSmtmu985zvOOWO8AlXXb+qHtgp2YLDElAVQKWOtn6bALEAYcxqm8fT8nIhyYkUaEQUBFeVStNbee4VUMtcVdmauXgfXfdQ16qe19k1Ta21tTMdxZGHrTSnFezuM2yqfrfIM39i6IkZE1cWjru7EklTdbFVqmgYiKDlCydvzy8uTi8P9G1oMZ+zcfNgOhokvx+3xmeLJuTKMK1ClQHGNCxKm1ANJHvsSB5ZgZ6y7xLiyPo9pnTFe9Cf9eLndnDsqLfBzB3tzLNtnT04fPTx58sBYEZNe+uzzI/QJktJaaRyntbJFNyKUuoXr+5XCnOJaYwbJCkQ4kZIprBmnhEOf1oXGhFOSkZQwMyBnTvPl4sbtW/deeK6ddYkllSjI/bgtUCpMuFs8lE/tJFaj9Os7HX7EiknVzn5aeFAKCwBSlQrglWMcsggIlcR1v4CZCaheeUSwI3NRqttZKQwMGmFv0drGFA45T+OwRZY4Qdf4sjMH2Dnb1c0TpbGkrFA54wjo1q276G/vHd1r5jNr924dvJ7GifRsHPK83duuznUJR8tFvxl91zad2k7D4uBWGQatCAA2pxtQJjM5ZwpnZjbaUmFv/Bjytt8uFouhxJBTSEmQkJFzJMBSkiJTONfbqL756wox0O5BTuNonXHOVG5853ckUTvNhZ1zl5fbprXD2LetTzHtrES03Q4joW4ak8ZknClMCNRP08y1IlJSkKIuTk4/fv+Dm6/eaWY+9FwQxq0MpyfHHz58/P67HvqnH73Tn31iZFKNO9+cmIO9XobisBBKlrOL8ykN2+2x10fb4US5zpBfbY6//q3f2qR7n//C6wdLf7TspvXj+0dH3WI+6zrf2kjh9S+9tHevCx+s4pCQpbUuY0x5KrE4442BNA3aaECDiCGEcZyIoPUqlHGzXSmrivB8uT/2fYk5ZLxx6+b+/uH+jX0iGscxRRbOzjXe+368YEm6Gh1/ugrClbrlmsRSV9bvAKDUj0jXWqGVIkQAQQABRhauJNBugwxAa13KTvMqAKlkbXTOEQFktxoFRpOIKNSYQQidMzHGfrsdxmg0ppDQ2OVeE2MqpXRNG1NYrVaCYLxpXRM5Lhd752fbzXp6+d6dH/+Jn9vkCOD7c17MFl/4/JfCcNZvn87aPZ5iSJEEckx66bp5t+nXWjCW5LTLXEDQNTbEKCium8WcAGAz9IVFN7PLywvurFLkvAkxVzUWCCKL9opj0UprUsDXOXVASmmtp2kCxFpi6x+FKRqriWCaIgLmjNYZa23KMaWUq+ty4b7vG9dOIWiFggBCMSdneD7rwmayxiqlXNuEafvD733vJ37uy1zC8enxD5492VycPv74A9yOS6+S2pw/fef1F2/2w1K5Vik0msaw+cY3fu/+nb2z40e/+dXfXW/yl774eutuMzi/3J8vD0pMszn1/el2deBl7/Gj43e++3G7PHr9c5+TKWIO2sj+ndnLX3j17YffauctT0MsEShNcSLRStscs29UTFOaemO6DKBsQZQkeQyDsipzdt6Mw6XRNqVivYolgqIxTMaYFIvrbCpbMoQCVjfKNJpIM7NSu9n/U6vejFeZVVUKU0Uzpc7+wohY03kqg6W1SSkoUgKy888BVkoxS851rQKrKoqBY4qAQFfEBACmwIYQlSjXKGdRq3G7KVka54YQjFYcUxzGnBlRxRSGYdBaJ2CG4trGqAbJa1WE1RuvvuaMe3i+ziVdPrt89Sd+4tbBF55/7ugf/vLfX11+ZJ3vx40XvexanqJoTDGCtQwmF4HGCkDBLIoTlzgFZXYOXEVRkKJnLsVhOxbXaO/ddpzQaE5snRmnAQkQdSqRiGIMztlSSorJakVVAG6bam0UpslYi4hhikppay0RiMjYT4TVTLuEMc5nsxBjjqHxNsfCWWzThDgUPZTCzjZt6znglGIz83lz/vT73w3D6tH73192etqc3u6o0DBNl1OZ2ia/fO9o26cQQsxJK9Elfe2f/UaMayJcLA9eeWl/nOhgtnS+LSqjuuRiFvPZ/uGyjOF7D957+OBYkT9+9pS8b24euKVb3Dl6ihdvfeVzb//6e7kAC3MJaBhIrKVx2qiiR5FMyXVu6C+oEHkbM/NUkFSMuWlcGoa28/1623Z7SnORPIzTdjtcnm2cNpvQ2w4ODw822zWIEgRda+r16tU1IAWw2569Tg7aDbxqB8eWzEgkzFUqX1JWqEUEBKUwqh27a7QtaWc5AwhSqicUIAILSFV5K1QKCakUMY5SyafnZylEEUwpEUIpkqBsVmu07TBuFQkRceFFN3NelZjm3eHl+VYb/8rrn713715Es7847EO58cbNbm+hkteGXn/9i999exsuN56slAwFmAtp03gLQtW9WERWq0vjfDdrw3YkUqouETiXC2zGPirIuSwWbrMJ2pF37XrbE9EwBW9dSCGlrLWqK/WllJSKc+aaKbyibck3TSklxqiVAYBaESp5zoxFRJMhTSklECFSKUTdmLZthzEY32hrgIGzbPvRkytpWuCiQX727nepbF+72TYmbiAd3pxvQ9j2GrK5e/Di6jydnV4+m1bLRXfz5s2DvaVSR/sHM+eMMSYmsKZVaMdxE0vSFix1wOApX54en56FpyeXZ8cXpA0oP0vpzsv3qO9vHOzde/7O7OhgipsyCApjZpGSwmS1x1JbPx7HLQM33exkvWraGWjlrJeJiAgl9OvJ21ahjiGsV5cf/PB9pZQlxbudx4EhKUMX5xujnb4GXODK8yznqFStnXhtmUFX+4kpRiIszMbqnNlYW9KPeN2UgiIsgogoAIqIOQvuNFy0g3iqHwcToSZVSqmHvkZNKYUAfHm+0lpjpsVibwphCFNhQE0ExRhDyJzyzDcaFY/Z+GYcx8Sy6GazveXp6uLu8zcn9l3nt9P49bd/MJ6u4/bCmdnR7P6zsyeOhECDkNJqdXF5+8YhJ1aox2EKOc27JZOatkmzFZAUpZABpk2/RUIF5N38ou+dtQIqBfamFZSYEwMqVXPUsnOm7iE2zc4mp7pvpJQz7lY+62/mGi0NeI1tA0CNABGRzaZXChvvEDHnCKTatt0OYxTV2NY5P225afSNxT6EHNaXMzw82MelWzU2Pff6sg/TbD5PS2+J8pAxXnIIzh7NZjPj2mmaurY5XN5eLBuRtBk3OY8Gs54Li9LKaGZgUB4vNtPJ5dnJarXqx9u3bsSAZ8/OV5frO/duqlLu3bn92ude//3j33Ot5g3Mrd1sY8zsZjqOAzIv9u1mTOLcRR+E1DhFb/wYphTzaj3e3N/v+z4nLCV1+zMlnMYRjEGrgLAgsBLbOdPq0w+P5/PllVX3VS9bIYIdK3P1+dVQj6UUol1MWUo7J5haNnZfLlz/MpdSJ7VqcXAtJ/iR2vBKeCBX2SGplCIyhulitUYiLoCG1kOfBeaLfVGmCDTtrGmaxrez2UwhEuBet4TEzDCfz2/cPBymPsVxu1m3Ti87771fb/rEvH9wZ29562B5Wwoqck03j6VcXK7ny0UIIaUEpVo2pxTLuB377YSsJAGSHaeIWiltGt+lkIdhbHy3nSIAWW2cUjln4ZxyDf7YeYjg1W4cIoaQRCTGVJUb3vt4tdNRj3L9Kq21c/V05oppdF1Ta0e1lS4pAwsiam1ZEEj7ti3CKQWOyTFA3BruZ25StEbukUfiKGFaeO20KI7P3zv603/ij3zuM68bRU8eP1idn5U8aSUpjk7JvDHGFKMBJCmIVIJRHIdtTINpzY07h3/4Z3/6X/yTf+KNN97wtjk7OScWgzjv3Oe//Jmi81DilJKARjTdfJkLNX4JYHNCpey2z0i6RPDOMWcRds5YY2MSUm5KWTQVEO/9ct4tZm3hBAq899Zab2zOeRqGpml0lcJck7F4tfB9fc6un33cebwhEQiS7IIhqwGMgMi1K5gxNpeMFdCtwDpRyRlYmBkqfK1NPaYAwFB1CApITSH6rgOlECXn3HQNiFZGK9sCYE4Sk0jJCNlpBC5T0oTaGX/r3j0wqmnIAY9nx37JImVu3GffePX46cm4Wt0+OJDxMINkxSMzYPGzbhTca7r+cq11ZhEyGhG9axSVaYqmtWNMtmvOVmekrdHaKN1YnRRY6wRB0tA0jWg7ZWCAkhi4bs/r2hUAgHMOoIiAMTbG2LbtNPSNd1MMxpiUyrVuJuxWPsUYXQGHnHPlbpqmmaaplGTQWq2ggLPaKASQOE6luMa4PIUyBUUqQ0CJmV3rW6015mm7Os5RvAMu07BdX1ye//bv/KZIObrRCowI1uhUSik5C+gYEydmEAOKUx7GZH3z1mfv2tmNo+Utr7oH7z8BTg8+/uT2k+duvfb86WX//Eu3779ydy3UZ9ykjK4dGFrfjVtW1m7GLWrlPGXJjbGQijU0TZM2Xilkwj7E5eEeaqUac/+l54bNNqWgG1MyyxSMVx7b3PN4OUCQnc9yrZS1Aajwk1zJDuuRvdYZcp2FRap0Rmu928irsWhI1SpGkSKtytUaWUUir1YSKjSxI4Hrm6FcBW3W1xUKW6eXy+UwDE77alLbNI1maLo55xzj4A1Ue+huttCq6ZzNyOPm4unjD2/efP7i8tS0e8vD+znBwbKBuV9ae/wwa68STCmUxbITjix0utp4Y8dUyKg4xnHstWm9a93MhTSh0wJkXFMz+mKMmxLZuZiziBgRo2kKKcfEwtVCOaVUd2bqlgF/yjDGWjuOo1KYUvLelytzp/pxdRHtRBr1yZ/NZjlxVWgQEXNsfLtdTzEjWXBKuaaTggK6JL3exNUayUbCcLYZvfEosOza1Wb18OFDELfZ5Hc/fP973/vhMGXnFWFuvDx98hEzG+P6ITAQADhvytSjMlPgKK3vlqA9oX7/g/fiOmvx825+GvvHnzyb3TrsWm+fa/4Xf+0X//Hf+6/f/p1vlmEI46StRo5G2TAERQYwa60w5pBLN+v6aWjnjlNplmbTb/fvHyUqt27f/OJnvygFUkokkCXbzl1ebJVWiLoE2G5ivwq6lFTDtKp4gDlXYdc1oXB96dcnsVKRpCjFSErltMtATDUEoWba51wxcxFhYBBgVtdtQM31A8gIqLRiqZDYrkcgxq5pGFiRC2N2plWMCoz1JCl21kJOAvrw8NbYb227aPcWQBQ2sdG03m6sMqvN0+XerL8cLx98+OYX1AsvvhEnDCHdOtj7zV97REqMVkoojVFb1ffBGNMXAULmNPDULloi36eAliYuUx/b+SwXmsbkFTddO5fZk80aFAmiM77fTE3rkk6ZTRgzERDpcQyISIR1MbDaGV3Z9Kq6XSfXcSJaVxS8HtzdL5mnKWpN2+12Md+rzjchjk3nc46Fs7etR4ybgchY34VkJ2mDdMer9cnlwzGcxBJnzezu4b3NZd+2cPPurWlMq+lsuypTlu0Q3nrri3v7i22/UsTWqGGcCojSwlCyJBEFHJLolO2w4dPjZ2fn750+fXb7xp3PvPqFe7ePxqdPTh+vP6sMq9i6PHvV/rv/h198/+2f/b2v/V4/bLTWje9A3Ppi++zZs+/+wffGy0FJmjmjHOzPZqmEEGMR2TucNfvmz/+rf+WLX/ry6ePLr/7qV8mp7enK+7ZEcG0jOk65qKhX2zQl2tkKlSuXuHo668hV6a5PszjX9EEphZTiUq5dkY02KScAMNpkLojIOSutQVGJeQfkAiKiVvq/w6JxAYSqVeDMhCX0W63aHCITGmXTEG2jG+uVg5lzs6YF5bXzJ5nHOG63W9821qgnjx4qjc9OT9Yp/uCH78Rebh7d+7mf+7m3Xn5usynvvfPB04cfn56eGOOmcTVDx7mgcVbTFEK3N1ttVtZqNLYP0VmDCP3YgyJBNU5RCdqm3fTbidQqlhonQdogYtc1yNJquxqC1SZzulYU1Gevijnrk3blDQNKVXAG/jmSrMYyVm6waZxzjpmr6HaaJmN9iLlt2uXeogwsCSwap7S1RjubKCcUZU2OZtOHkOIwMKbuhXv3CqWmnU280e3s4bs/XA/j5z7/xbfe+uxz92bGTGHa5gLGtXmKvvEpxSyxmy1LsogedUfSzbz6ZHt6eHD75VfeUK49Obl4/OAEF+bDdz55+fPPaZWObiypTz/1sy//5E++bAyAAkQYRxAGAHj2ePp//Yd/8x//419tZm6+mGunQxxeevmtL/z4j/3Ez/7s/v3DVYFnzzYXYe2X3ebZ+Xy+DENyWq23K78wRlkRdXJ8fnx8pq9PYdXP12ew2klfy2SJ6NMKj4rI1hMozICotKqh4iKS8s4tuUq6OBbtjOTiGzcNAXeZNqxIFS5aWapxQkrlnI1St49urNdrQjtOMefS9/2en8UwLubt4f5cM1uNY06Xl5NrO9HU7PmHDz+xYlaXl2MZtfWDZNmsbh298PIrz98+Ojx5/HAakHJ877vfLyFKAsg6lNRoZ5UuMYgggumHqfEHwnHmZ4g0DWNrdWBmFgQjVEph9L4fBlBitEpCAjSGwZpu3jQ4whbGnKPWulQEGlHVJDCiUgpz+jTOrbWtuTT1UqKrHc9KZdfYThAKU6pUzjiOzjmlbWHTJ7RAe+0hBUKAxWKeedKOZgdL302r/tjweLi8eb66fPjg2cXjFJN6+bW76zidX4S33/nkwdOzm0e3n3/xZe/b1WqrcdJWoTLbKRD5NLXjiK5rVqukbAtkuehtP4pun7v/UtM0Hz8+9qYPUTSSFHXxeAWvvUyeUir7jUEBjUWBSgwJCqviWosML7/h/8Jf/lMPLz751/71X3zz82+1DUwjaExgEKx+ul0PgOt8YeZW9E7wTyw8RSPSKJ37cdwkVWRzdqGvaa3rnKPrWkvXAplPJcbUC65qBHaEmUjOuVoYESARMUjOuUqc0FSLpB3yYIzhXBSq2tdeKxvrn/rGDkO/6LqL1eC9kzw5o3MJihCpaIVWqZzixeW2mS03/XY9bC6fnCuUOOWKJEdJpHSznPnONZ37L/7zvx0Gee7+6852zuJbr71u9N13v/uNuN5s8iokU1JcLPcvL9d7ezcZIMSiNKQQFVBKpZ134xCyMAhPJfUhZyiCAIBcSuRCxDEF1lZSVCCCmHLWdmdcLlcpoQCgFNGVJ2nVu8GVwuu677qeKGKMCNC1Xa3WiNi2rVIqFmZELuJ902/Dvp37zgHmxcIc3nE3jniYHh3O1LCKl6crFrW6nKZxeHh8+u5Hh4c39y83608+efbJg9PGdd/5zree7s85nHpP4zR1e3tjyinyrDlARrISs4CanV+WmJZ377+5f3iXrF8e3rrYPn3hhTtlCOl0lTbb4XyLQSTDNEzJoyFwCkAxEQEXq3kYz63WLP6lt+78H/+Dv/Hw+DHN4GJMwkHxdPvmjU2YFntus9mKKUkSi6SSHah6wzjjw3YMQ7HWbi76E3Oi6cqov77X6xN3LZCrn3y6Z4Bd5BpXjZJcjVBKK4BdLkdtgmv6dQxBW50KaGNA146CSiklJ0UKQJTaqQ5STlM/ZCUljdb5UAakPMZJM3rjLi9PpYTOuYcPHjEZuThZjQMigJGYxSjHzGIQCCWLYnAef/+bX4ubsuwOSOFbb37uzr2jN176idWzpzdM+/4P3+awCavj1pvz1flsvozMq23/yme++OKLL4vg13/7t8q4DcxFC1nNCTNHcaSB0hSEyDjgFFMGtIhQ5l23jZOwJJCUs1w1UXBl9cBX/jFVZCyC1ykXlRqshxgAiLQxBlimKQJATZcexxERfdeWEr2x29XFnj9AFNvqdmZefunWCy/vd225tXfjxv7s4QflSZZnT9YK2+PzT4BAFEylXF5efvTR8cFBe+fuzTdfehHSaOiIS9jDfdEapyCtash27QwRV31+572nJ+dFGfjSV56798LLU8FtKANjL3zjzp2Tk4sypLjZbp6d7C8OyGsyOuXceF1KqZ7ufd833nplx5TafQMhm14C95thwzEeLvzQb7xvVuuNU5incbFYzpd7l81pCgMhCog2HslLsacnqxRKCmXXy17XUbhSb+GnlLLwKflBLaVc12XxR65dFZGlnY4Jquq2lIIEKfxoGqshFlrrKuPKJReukrDayYl3sLdoV5utKhAjzGaKhIDznbv3fuLLX/kn/+iX0YBTqL3xrjtfX5KxY0mgMBUGJklxf+9QSjk7fmK104SCwzicvvPe79+7fWdYP1Mj3LhxE+nNcTh9+NEEkrRWqziiUnY+/5mf//kXXnxZK3e52nz7936zQ0eOLrZrTYaMj2E7MRcGFCmFOUPnbYoZHMUUjdKFpNG6HyfYKSvKp59evlqS409tztViAbsgZv0jODwlZ10pZRgGrs7SItM4Cggq9lbv73Vvvfrm83fuNR0t9sw4PS15nHp4Npx/+P4H68tU2M3m+7Y5FWIgtEZ3rfvcW/c/95k3P/fZz0hItw4XJV2mFHIBUZZJKaUcuZLY+dnpxeT9/QdP+p/8mT9x/4XXQ8nDxfbJs5M+xJOzi4P9G4xaQJ0/Oz1++MQdGqSG5w0oNSS2RgVhEHDOK9JTFhEsJWmNt46OtPX/j7/9//yFf/kvHO4fkAChtmBLv95rZ0+fjSVlZXREiDkAI7FSSl1cbDablTEuZ9bXXdSn7Qfxaj8bPmW6USsDYcVrCFEh7eJutdYlJQBgQRERhPp/RLTaiJIY86e/hYhoa6qfl9ZaSgIA7+y8NW+9eOvm4X7O/MP3P3j4aAVjCam8+ur9X/wr/+p3vvWt2dzfvXdz1jSr1SpM0au8SjFrJAPE4KwLo+Q0ttblMYpi17oQzq2hZ49PQzgBeZWCvnV0c357/71v/SB4SrEUxcrY1cXqzTc/o6zZPzzQqnn+5ZfffO2FX/n1X3n/kw/trGWtt8MUxFhrKK1KKSAKpMTA1vrNNjjnchmAgHnHYyORIaqhfPCphIjrG2xHjKNiKSQojCCU844w18qmVESkpqQzM6fsvU9ZDLmC6fa9gzt3Fs7HrvElDqWk47PTD08f9+dnEuXGjefcfHE2nAiqUtILz99787XnZg1qJbOuO5gRtt00rADGGEbnZ0y8mbZt2wJC0za5TMvlfLY8+PE//GI7Pzq4dfDs/LScDb6x3tiDgwOtbR/y8dPzm4ezd7///vOfeX7Pz5Bh1W/3D+abcZw1DTMYsDmBs2a7Ldvt+sbRfsrld7/2zZ/7yk89f+ueRR3G0nZgc9NhGgFnVhtQKZUxBuRsSPXj4GwjyCHFk9PTTb/eVdnrnYJPEwrXeoPr9gAAWLgKXyrCWlOTlFKcUy3EIsKV61LKaiOcc8oKqVyJ7adpqlOIiGCtPVcVXAM8d/vmjUV7enr6/K39llQ7m29jbNrmP/1b/8knnzxe7M1v3brZWrV/+7Bx/ny7+fDZ8fsPn01x0MYpgrZxcRharRVC27icpls3b4/r6XAxu3//9sXlU57o4yfvn61PYxmm8RJJOMvUj17rjx9/8uEn7z/33HN3773y+ptv7C/bx5uzb3z03nq7mnULci5vhliC1lobBaimPJJADlmsD4VB6TEOCaBpZzHGGKO9AgquDWBqq1ofbAW8cg20IVWdZXcB21rzleqjjmsAIFwgJSCTcxQuf/C9P/jet7713K17Vpu9/ZnvwOk0nK9bpe/fPZotFty0Hzwet8Oqa93esjvamx3t2xS2bUOSNtPESOCdSomZM3M6XLZTTMyQBbRvu67NebZ3uFC+CWWc73XdWcOPh9X5xeW8uXvrduZSEM9O1zGH3/31P5h/r71172Bx4J88ObbWWNQz1ylhrf2Dh4+fPHny5S9+/offffJL//DXUsn/5l/7xWEK58ebvcX8+Akcn1w+XT08uRje+e7pkw8uTh4/VUUWrSPkqHM3h/Xm5MOP3g1xe7nu9TX+et3F7vCmT3UFcMXoXt9rtLNJlEprZdxRX4BChBprNIiklLgUIhAWhVQVYYCQuRhnpbBwLqUoAAQoORrlrZDEqXVwkTbP3967c/+FixB/8N77T548Q0XHp5vF4nL/7o3lzD5/+2jv6M0/+OGHzPndj8+6RmcppZTFbJmmtLe3GPrNvZu3G7KpxJt7+w/f//DpyVPv2ymGIU+B4zhO2qmUStv4AsJU9vbnKQ6Pnzw4vH305MmDHz78eBQuCBdTXxKrKzpag8Q8aUOS2Dd+jNE7n2OWq/ik2gilnK+Jkl2jJSSMigwzG+vq2x6uvJ6c81cKJG5cU7+qlAK4o2m0N0VhkjR3M4pKYfvs6aQVrlbj5z738q1Df/jCCwa3t4/moOSjJydNm+7cu3Gwt6+E585imDoSK3k7Tp2bxxwAcT7vxiE3vh22vVLKWT+lqd3rMk62w6JSyeNyuRymcOPg8HSebnQLiZOmsn9j2W+Hs8dP+z5139ts48OziwenF5/82V/4o9bRP/nlX3e6mfnZxfnlxeWgDViV15erOODzLz3/5NHjv/SL/4Nv//7vf/U3fzf2Bgj/N3/jr20uHvz6L/03aavjqizabvNsCGn9b/zP/7VvfOt3yWxtE27f6YzZ0znzLobzim6plfK6K7g+qbv5lxMAaFI5F5CdORwiWqtLKaUIsyjFVaBYmBXBFQiLyFCZTBGpxaNuzjirQ4jIsLeYg5QbewfHZ/3h3jyNkactpGKVOjzcZzBPn52cnTx7e/3kZ778hbt3jpYHhz989JSZNQGIGNLKonNmTLFAKQi2aU9PzlJI33/v+4wc0tTHbUixMDCC1qhAae8NqZfu3r53dEOhfPNbX0fdFaTVtPrat75RNDCB0Upra0RQCijqhwk1SmYBUAgL79umIcgxxQjQD71WumbTaW2tNsM4pFgQsQCLgFKqbhGFGL3zqMEok1KKU2Bgo5xCGscAws44ESRUpWRCrcClFFFMTpaCLcUs/c2SCdnmYF567rW7N/LUf2JMCHncm9u7tw4YvUZNAszctFYrRGKjJJfgG0fEU4rV7N9oba0lAa9VDL2ftyGuEz+zDQJk33Sz5O7dwe26v3v31ot37t25/eLXvvr1b2+HaRu3F0PXzU9HKmN5/7vv/l//o7/xK//w15xzjz9+bLQL2+mFN179hb/wp472b/zv/+3/03A+Pf744Rc/+9p73/vBd9/+PpZ2Pp+/9crt//Lv/+fr80ehVw10q/PLaeytT3/pf/RH/+S/9IU/+PZ3fuyLtzarOAxRG+tLjlSzW+tUyxWIuRIgEhXmaqJhrQ0xkMLMSRkthTkXYMmFgQAESKOIlDqMCRARI2tnc8gIquQalOCYWTRxSkRKmHPemc0v57PD/bmx1Dg7KlJKr09P+yzbszNjGtPot167//TZo8zlyclJAf3s5PI7339/PZZUwJQqHOOTs2MiyH3W2rz/6CMA2mx755xAASVKK62d9NkgOWO0JkPm1v7R7eYgr+JH7z+4XK+mKTw4fno6bSYsZJVkbrXfrjfKK2VwO0xkyRk/61zu+07B/aMjQyrNOyXyZJxiESGVUhFBKRJzbmw3xgiCRruUExSlQE1TQdCcRROlaerIlzrFFtBKucr0klGAZKyUiAVtaSEkwtbbG6g7Dc5Qu1zO9vf1c3ePjpbzcfWBwqisEGDohzRM43oyxqVULlaXi/ksQ9RaiVOt7UAQEbnk5d6e8S5PIQ2xxDxfzDchJOqta3PamHZvs75gmik9BxPPV8cPP/7km1//Tozx+Pzi+Px8GKZZayTpw6WezY4anX75H/yjP/7HvvzH/uif/Oqv//Yf/2N/6td+/TePj0/ff/f7J+3ewf7y4wcf9ilN64RJ0jgJZi+4uhywbL/8h178hT//F//m/+3//f67H+eQRCLT5a/+t3/rn/3KPzx+tvrmN58xtzrFqd7oRMBXg38u2TkHLCHlyheQ0xwKgwIAISEhgCs6q640qlqbWWtVSnHeppCZGRBSjATKWhtTQkSFmEoCLmQMCRhjOUdnjFdoNFnrhWWzGZ8+O+OQlWlOVmPfT7O9pjF6f3/Zr8+Y88V2+50fvPfo8fEffP/dkVEAxjFQKKlEpSQWycPYNDIxplRSKZwx5+isXq/C7Rv7qd/O/Wwx86Wkg73DcdUP2B7sLVLiYRhPnp2enJ0Ei65p++1IbFMsM5prBQCiUTiCIpczanGdnt2cHbXe9aF/wOcWISmAKCKkgQzqImxxhpQKC2ZqqCmcHRkFqJTKwpzSUhlmbubzUopRGgBiKsYbzqiNK4jdDGduPq63924e5qS5dIpmMzvb2zuY7+0vFnz3th6HzcxqYcWct9ueSJ+dXHz0wVPv/cv39tv5LAkcLPY2fb+Z8rOnT8KYGmt1YwbOiHBr/0ZKSQls15t2OS8ikiYkoyQRJ9f6kIp1qmncr/2j3xg24zT1gWPU6vDwsN+ctvt7q9X5j33l1Z/4qdf/nf/dX/9Hv/prv/RLv/yf/Wf/97/4P/yXHz344G//7b/bKCNZObMXpu3CeM7Tm6+/8m/9r/7Nv/9f/YMf+7HPL+ftG6+/src//7N/9ic5bP76//rfHWKet854+fxnX/zK63+5jPHf//f/44uLoNHsDAq11ilnALDWMHNddEEEgQQIAqVGFaS61LVrXavmixFRWEgp53wl0GOMhLv1G+tUmkqIo9ZORFKM3homiCF410kuOSdE6BM44+Mol9thTGTn+9HlgioNZe/mYjZbYOa0Tfvdvps1nzx6+NVvfBONO7p564cfP1WA3rqm6Y4vjgm0VczMGtU4jM42VtuS08K3RDCb6Vb5g1v7s7aLaVivQwjp9p17Vsz+4c1QJmtmRwe2bfcv4piQRkgOGy9mNpslCKthvViotp0N28lp3Src7zqODdiZRn+0jBfHp13bScretyUxgnLW5lTcvBmmkQvs7e3VdO00xa7rYgbJ4lAhYmSxnYXCxpgadhenRMqANgBo2LibNnGMLKJaZ2eY+fjpydnlxXwuGo16QSdzOQ0npoEEMCWwrtubL5g5peSct4aOT9YF9eOn/ScfPLm5f2hvzjvfjLn3xvSbrdWqlKKNLpLHMdrGCbtp7JcNpHFQeqYVdo0fx9F7nzhiLm3bXlxc9Hv7TUMnJ2e/8zsX/8u//lcW++3HHz/41V/5p9thDSo1s6YfJ/L83/uZn/9Hv/RPm9b+b/+dfy+m/vGT9//CL/zpb7z9rb/39/7Ov/dv/1vvvPPOhx9/AAr+g//w/3Jy9lhr/+hZf3q++fY3vtduP/zDX3jlr/7Cj33961/XAiUnAQBJqdoU1iVvZBAAo1VMBRVwLABQhoAKgLHCBrBzgyORoshkTiGEmg4tLLiz5wAQsUoT6sTMzARQUkrCgCC5WGO0Uin0i7YldOvVuLo4XacevQtImUVca0yDZADLtp/m8/3j9bnt5m62ePGlV9778OP5fKPIbjZ9CJddM29bP03DNE3TEPaXBwAAGRaLmwKFAFvfQcGwiuh966w76A4Pj1596dVhNeSUGZq2O2wtNDHbFG3bbS62nDH3xam2cUA0U8po6zvNBGKJMsfzlVxs1gVhiv7m/vO6aUrKIqidVkoN22FvsRjGcGN+yMxxymjs/nxRTBpDWrSLcRg6107D2FkXQmhcCwzDemqamVMQQuRIzjVpSKBEW+9IhQRpCoTFOmoajzgIUD+mHKZHDx4vj+akVT/wk5PzlEciMN5kpsu+fPDBs48ePP3BOx/cuXlfOfnCCy9//kuv2Yb77eoHv/9dFkGiLEVxbrs25YyQJIXLs+Nuv4lpsNoAwBe+8IUHnzwmRyYGN+9CCJeXl3duH/30T/90Vuvf//2v/9W/+ld/85/91r/yr/zFP/2n/sXNZnN4dOOnf/qnX3v5hf/pv/4/e/HlN0Psb9w8dK0bwvCX/8pf+ujBU+ft2dlJ1VtOU25mzc27R6vL7eHeQU48n7X/1X/6d3/ipX/jx9+6++YLf3RH2GpFCMCFUSGzCANhDZSrJvEGAKAwMyNpESxQqIpoBUBAgHLmavytVA34dAQoSkopWViLYkRgVkBUadsUlbZQIIxRk7aq6/zi/HzL25hy3jKHzbqfxlwEtCViLZMWclo/ffA4SkJL7dwen18WJu1cyTjf20+xtJ2fpoFIHxzcmKbp/9/Tnf3YfZ51AH+Wd/mt58yxZzz22BM79ZLNaSAkbSIoLaQhlEopqNCwSL1BREK0qnoBFYIioBeVqBroHUKiSAi1ElFIqUrVNlIvWG6aopYsTZzFsT3eZuyZOef8tvf3rlxM4N94vt/n+8mV1iqHCFmumbkqp0U+S17u+X2BqtJCZ9KM/urlpevtzs6OyOU4jiJJYx3neb+9p4UmYDOmMfg4eBaZN54GC6RScFpzGGOZlX3fSq0w0+jdaKIb/WwyxUQAVBY6RZhUM2NGIj2pp6YfRpMwMhFGjImhN72UMhGieLdpcHCOdd6VZdmPxlozqQoCXiwWUikSUily1vTDmMjlHPcWRohQ5w5klbDuhvHq9fnuvGm6bmOzjjLtLJt33r704g9f2r7dJJCN2Z+snzj9wAPHzx6lCmLX7N1avvXqa+tHVgGSyGSInoCcG6oiphRs3yVG27sjq6sPP/zw0fWb8+UeZrK11oxDu30rJri5s7Pfbj3/jWtf+OKfP/lrv7W2eiy44UO/8EvWx0/85lP333PPH3zqM1uXdz74oZ/7p69/7fee/qSS5e2dxSPvezTP9XRSP/ro+99z5s6iEJ///J+EgJ/97B93/UJpPnw4P3tulfS4vdNu39wTnGQASyBTSgTxYPkfICmSKJKzgSBZE6SU0QUADCERokiCCEMKGJGQpJDOOUJCiDEkLfK6qss8M85kWaa1TjZ5F5klEWHw9bTygEIICcK5IITQSoTRSEw35/tFofoBdpdtZ4Zh9CwImKONUohgbYAUAYjg2o15IiBCFkoIpSTJImsGI5B0LpdNU5WTYXRAAiP4Lpy/794zZ86fPHH/jevzH3QvRutGa9vlMHp3KxgI6dDaxrKfqzJb7DZVNRl9SIkTMSIBk64K40eRy2GxlCSJmJjGFFCpJliLMFinMs1SKmYqyuQTsxRC7O/OhZIJKcvzrhtCGFgwIC7apdJ6NDZB8D6iwBjC+P+j0yEJIZgooJeZ8t4P3qCPUpNSFFI0dgmQilJHSvP9pfM2OKINnU9ObN+6vWzbdy5u7+/1Gyemd505e/z48StXrly48GaeF/efP42kVVaxyIWejJ65G4OJTdPNZodjjFJz0yzqegYIa7PV7Vv7KFiEggvFQIL46NGNjWN3qoyzSbWyvnbr1q0LP/rRlUtvnTqzKYrTh48Jleknf/XJIq/n+7tNN1y7eYWIdPFT2zs7mZ7853/9gLL5pz/zqUm96lx87bXXV1cP991w7NixZ/7mK1/+669Uee0sqGyKmMLY55of/+hHsaj+44UX33zrusAkBTFFjjEyQArIIAAh+KhZAAhJ5KIvROGjOzCCSSKDYOYQnRBCsFJKsRR5VdZFycxCKO9tVebe+7bvvIsq0ymBGaxUjCH50buUAoVusESUZWzaIZfCOFPO1l0al/tzY9E7hITOReciEvd2lMRCiNGOIkGWSWMcShqDH5xP/VBXU2NMWeXOOh+h6bvo4u5iL5f5+vr63nJ56erV0U7L/Mj7fvaxCy+/eumtC5nOE8qQHHJqx9Gk1Pbt7Mi067rEQClY14iizKdSaAqdbfsuUciKwowDIPZjLyV7b7WSMUBvHBHluvAxphA70zFzUefGWmDRDEuWbEfrR18U5WQlXw5dSAcwryONy6Yty9oNLsszIrLWRvA2OJ3lLo5hdCtV7a3zMJKQ8sCMJIwBWBbBs/Nyd8+bfgnIt2/7Zonra2fuunPjZ87fP5ilQnziFx+NgWQ26wao62PGmH9/4cU7T6+XVbh9/eLixo261KLQ4zgWRWFMz0ndGm5IccTYYd7dFnlqW//OO9vbN4bpyrrK5Ik7NzGXR9YPTx95/9rqJKvw/IOnby0vJcJ77j29v9dcujyvp1XTzsuJUhmrPONQypgnCWOfJCkITFFMy5VpNfvWN7/59NNPf+nLz9gx5dm0M342mQQznDh28qa9/eq1/R9e8Sk/J6bVIaUUxQN3FA+qrilEecAUAAAhCam19tamEEkAIkafkFIIDg/6LyyBKVnY6/eLovC+jc73WSOE8BFiQOeGGACRBYnoLKGoi7w342y6Mp8vGbULwQMSapfQeiCZK+2bvj9Q0CmGAMhSW+cASWY6OjsYBwCjDcgopEoRF8v9oix9CG3bImIYDREJqWzy17Zv7i7m+uK1Q9ObZ08/8OGf/+U7Thx/6b8P/eQnr9qhByTnvbdelYVANXgXCRlQZyoFL5SwMe03+ySFQCGVHoYuBmJJ06rux1Yq4YKflNPlshXEMfoUQGudyYOGIeSF7vsOWdR1NQ/zldlK27bEcmVWmmgBfTXN226pM+XiiBJDsi6krMyiD8aYzkWWPC2nfdNmSmECoBBcRCG1yjBwjCJBGkYcXSTKo3NSzdbW5X13n3zv+VNFTsxw8sTmykTPZjMf1aJJLmhGcXVr+5VXXkqw7ObXTm+sPfjAfUpwWU/2l3tKCMUqBuGcs9Y27SJ0aRzxzTff3t1xSt4evX3j7bc2Lm9WdWkXy76bP/zIvRsbRzu/ExOcPXd3VU3O3X0PCf71T3zcDM44e/LUe9gd3tm+aULnTJhOZ7Pp1Pjw+ONP7N2e/9u3vvt3f/+3w++bf/jq1xZNP5keAhgA8fL1va/+43etpcZNGWpxeOUQo3CDQWChtPXeez+ZFM6MUkqAGFIMEaIDkbKI3nStEEIIBTEWmRJCxAjEYhxdTGlarTjnqqwOwls7IJMUqre20NU4jHU9bZoml1oIDgEIiEkLzg7IgxRiQm9GN7jR+ri/7ITKiQEZ0PvobIhucmgmhOiaBRJJRT6G5A/y4RhTYi360cgoUTAA1MVkHEc7mizPvQ8JoR3mpnst03GwPy1Jr65X96m73760tbO7F01SWe7Je+ckCmZCH/1gtJYpwtA7YEkovE95niWArCibbgmMFLjMcyKCwEemazZ4IZgSMnPXtIxcFnnX95OyjIimb1cmFSJoyUxRCjEaJyUXmSoyHRKECIzCWguELICJdFEnZkEcx1DWWfQhJUwR6tmh0QcfUGUZYAyRBtsVRQmoEwzMeO7cxubJNZLcjR0xi0z7GMZxaPrFfOlvbBuhJ03T7M2bq1uvHzmUCz0hzhKEpum0VN57VkxE82W7u9/e2APP3c5OGyMQiaEzEcLWpa0rO9us0Cznh6bFyqy445ULL7/9P+cffO+F1y9ubp4s8nLZtSuH1kxry2rygQ98cOeKnVT10nCWqcV+rwQ/+NBDT/3Gx774F39levv9F77/1FMfv+vsvf/87HM/fvnHEV1H1PNs1xxRpHXOEFEwCgZ0SQAiIytGSihIyVwqISJG65z3ERFZMIHKpMhyNZoAEKU8mEUi6xyzZIwpgDUOo00pESIkii6WWRl9LMs6BtBCShSYkocUfKJEihVLiSmGEBNFoZUkr3yGiNY78IGVBMKiKAZnm6aZrEzLsmyaRYgQYyQh8N2vMp8AIL4bHyutE+G7BCYk78feUPRBobty+Y3vfO/5TNQYcOP4yVOnTx3Z3NzautoNnfVDAEAXOUEpdJ0XozMhQp4XHhASzWZ1NFaXdfJYZGVVVnNISmgpZXIQfSp0FmNkIgAosuygSKCVQqIQgipypRQBESRMSQie1pWPLh7ItyyRopQ6AkspgSk5j4SREAgAo09eKQVACEJmOhrvMJJgAMyLyjn2vld54W2Y1kVKfhh6FuXv/PYngf2/Pv/1y2++opW4tbN343Z7/Wb/2BMf+8PP/VFR58986S+3Lr92eG3djG6aaWetS/7/0tC0WCy2rrdXro9JzYaezSgxySzLmDnn2ASbMCqprbVZVjz33POf/tzvppS+/e3vTSezxz/y2L88940Y+KGHHjm5eceiaYc+HT26kQ+dtaauio/8yhNnzt7zZ3/6hYtvXKyK+tlnnzt1+tTRoyf29ncA3eh6F9PSpkUvMqk12Bjs/wKWwUsFsBhq4gAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<PIL.JpegImagePlugin.JpegImageFile image mode=RGB size=230x314>"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Image.open(train_label.iloc[0][0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "10eac446-ad5e-4a08-930e-0dfbda14b32f",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['地站', '舞台', '话筒', '男人']"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_label.iloc[0][1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "258b91f6-3f53-4e54-8f5c-8c6efc82b752",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "train_label_tags = sum(train_label[1], [])\n",
    "train_label_tags = np.array(list(set(train_label_tags)))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3b840684-e43b-43e1-a6dd-a5c5551d45f2",
   "metadata": {},
   "source": [
    "# 加载CLIP模型"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "ae8b47bf-68aa-4269-adb5-5d946ff5d5ce",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "from PIL import Image\n",
    "import requests\n",
    "from transformers import ChineseCLIPProcessor, ChineseCLIPModel\n",
    "import torch\n",
    "\n",
    "# https://huggingface.co/OFA-Sys/chinese-clip-vit-base-patch16\n",
    "model = ChineseCLIPModel.from_pretrained(\"./chinese-clip-vit-base-patch16\")\n",
    "processor = ChineseCLIPProcessor.from_pretrained(\"./chinese-clip-vit-base-patch16\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "a5f5484e-cb45-459b-a846-60f721c56e8c",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "_ = model.to('cuda')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "79b92e2f-d1c5-4223-b7a1-ed693bcc6704",
   "metadata": {},
   "source": [
    "# 训练集图像编码"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "07cdf0f0-dc4c-4930-8dff-ccec5377e546",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/tmp/ipykernel_5159/795001972.py:4: TqdmDeprecationWarning: This function will be removed in tqdm==5.0.0\n",
      "Please use `tqdm.notebook.tqdm` instead of `tqdm.tqdm_notebook`\n",
      "  for idx in tqdm_notebook(range(len(train_label) // batch_size + 1)):\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "1ee1f17c55d6477ca3dfc82655f8d3df",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/751 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "img_image_feat = []\n",
    "\n",
    "batch_size = 20\n",
    "for idx in tqdm_notebook(range(len(train_label) // batch_size + 1)):\n",
    "    imgs = [ Image.open(path) for path in train_label[0].iloc[idx*batch_size: (idx+1)*batch_size] ]\n",
    "    \n",
    "    if len(imgs) == 0:\n",
    "        break\n",
    "    \n",
    "    inputs = processor(images=imgs, return_tensors=\"pt\")\n",
    "    inputs = {k:v.to('cuda') for k,v in inputs.items()}\n",
    "    with torch.no_grad():\n",
    "        image_features = model.get_image_features(**inputs)\n",
    "        image_features = image_features.data.cpu().numpy()\n",
    "        img_image_feat.append(image_features)\n",
    "        \n",
    "img_image_feat = np.vstack(img_image_feat)\n",
    "img_image_feat = normalize(img_image_feat)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ca681744-5609-496f-a284-a7105629ddd8",
   "metadata": {},
   "source": [
    "# 训练集文本编码"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "ef6b4de4-7020-4417-9594-1d1506c5c039",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/tmp/ipykernel_5159/211017471.py:4: TqdmDeprecationWarning: This function will be removed in tqdm==5.0.0\n",
      "Please use `tqdm.notebook.tqdm` instead of `tqdm.tqdm_notebook`\n",
      "  for idx in tqdm_notebook(range(len(train_label_tags) // batch_size + 1)):\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "19f5206f99f94fcc86429dc35778844b",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/219 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "img_texts_feat = []\n",
    "\n",
    "batch_size = 20\n",
    "for idx in tqdm_notebook(range(len(train_label_tags) // batch_size + 1)):\n",
    "    texts = [ text for text in train_label_tags[idx*batch_size: (idx+1)*batch_size] ]\n",
    "\n",
    "    if len(texts) == 0:\n",
    "        break\n",
    "    \n",
    "    inputs = processor(text=texts, return_tensors=\"pt\", padding=True)\n",
    "    inputs = {k:v.to('cuda') for k,v in inputs.items()}\n",
    "\n",
    "    with torch.no_grad():\n",
    "        text_features = model.get_text_features(**inputs)\n",
    "        text_features = text_features.data.cpu().numpy()\n",
    "        img_texts_feat.append(text_features)\n",
    "        \n",
    "img_texts_feat = np.vstack(img_texts_feat)\n",
    "img_texts_feat = normalize(img_texts_feat)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "80442a5f-89ab-4245-afb6-2c8d6ec47430",
   "metadata": {
    "tags": []
   },
   "source": [
    "# 图片检索文本"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "id": "a1002823-de56-41f3-b735-de6418cf8dcb",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "query_idx = 650\n",
    "\n",
    "sim_result = np.dot(img_image_feat[query_idx], img_texts_feat.T)\n",
    "sim_idx = sim_result.argsort()[::-1][:10]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "id": "52f283f8-8ff1-4c1c-8d36-c8550c243dfb",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['扎起', '上玩自', '勾肩搭背', '奇装异服', '后撑地', '上量', '上抖', '橘黄色', '发上', '揣进'],\n",
       "      dtype='<U5')"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_label_tags[sim_idx]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "id": "34e89b5b-a117-4dce-becb-2f98fc4d682f",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "([], [])"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(Image.open(train_label[0].iloc[query_idx]))\n",
    "plt.xticks([]); plt.yticks([])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ca47f53d-b703-4ea2-9a0d-e22a9d79562b",
   "metadata": {},
   "source": [
    "# 文本检索图片"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "id": "0f3eea82-5906-48f8-a642-93e45711b1ac",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "query_idx = 650\n",
    "\n",
    "sim_result = np.dot(img_texts_feat[query_idx], img_image_feat.T)\n",
    "sim_idx = sim_result.argsort()[::-1][:10]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "id": "f41bd0e4-0358-4eed-b68a-398c158828a0",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'脱鞋'"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_label_tags[query_idx]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "id": "d9828ddc-ce6a-4f87-b40c-7dda9d713925",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "([], [])"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(Image.open(train_label[0].iloc[sim_idx[0]]))\n",
    "plt.xticks([]); plt.yticks([])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fbd90919-e545-4e21-ae29-0229189ac684",
   "metadata": {},
   "source": [
    "# 测试集图片编码"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "id": "b10812dd-093c-41e5-897d-af00ce1c588e",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/tmp/ipykernel_5159/1445231175.py:4: TqdmDeprecationWarning: This function will be removed in tqdm==5.0.0\n",
      "Please use `tqdm.notebook.tqdm` instead of `tqdm.tqdm_notebook`\n",
      "  for idx in tqdm_notebook(range(len(test_paths) // batch_size + 1)):\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "250e300f4bbc42689c257c4e9cbf3b5f",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/1251 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "img_image_feat_test = []\n",
    "\n",
    "batch_size = 20\n",
    "for idx in tqdm_notebook(range(len(test_paths) // batch_size + 1)):\n",
    "    imgs = [ Image.open(path) for path in test_paths[idx*batch_size: (idx+1)*batch_size] ]\n",
    "    \n",
    "    if len(imgs) == 0:\n",
    "        break\n",
    "    \n",
    "    inputs = processor(images=imgs, return_tensors=\"pt\")\n",
    "    inputs = {k:v.to('cuda') for k,v in inputs.items()}\n",
    "    with torch.no_grad():\n",
    "        image_features = model.get_image_features(**inputs)\n",
    "        image_features = image_features.data.cpu().numpy()\n",
    "        img_image_feat_test.append(image_features)\n",
    "        \n",
    "img_image_feat_test = np.vstack(img_image_feat_test)\n",
    "img_image_feat_test = normalize(img_image_feat_test)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "403378a4-b70c-4d0b-86f4-7c4844df34f7",
   "metadata": {},
   "source": [
    "# 测试集文本编码"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "id": "6306e6fa-d382-459a-911b-c3db1c84cf3b",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "test_query = test_query[0].apply(lambda x: ' '.join(eval(x)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "id": "442244d4-7628-4eb2-ae8b-bc8e97b35f81",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/tmp/ipykernel_5159/94193606.py:4: TqdmDeprecationWarning: This function will be removed in tqdm==5.0.0\n",
      "Please use `tqdm.notebook.tqdm` instead of `tqdm.tqdm_notebook`\n",
      "  for idx in tqdm_notebook(range(len(test_query) // batch_size + 1)):\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "0eb6711b511748babeb148e5fba1f036",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/1251 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "img_texts_feat_test = []\n",
    "\n",
    "batch_size = 20\n",
    "for idx in tqdm_notebook(range(len(test_query) // batch_size + 1)):\n",
    "    texts = [ text for text in test_query.iloc[idx*batch_size: (idx+1)*batch_size] ]\n",
    "\n",
    "    if len(texts) == 0:\n",
    "        break\n",
    "    \n",
    "    inputs = processor(text=texts, return_tensors=\"pt\", padding=True)\n",
    "    inputs = {k:v.to('cuda') for k,v in inputs.items()}\n",
    "\n",
    "    with torch.no_grad():\n",
    "        text_features = model.get_text_features(**inputs)\n",
    "        text_features = text_features.data.cpu().numpy()\n",
    "        img_texts_feat_test.append(text_features)\n",
    "        \n",
    "img_texts_feat_test = np.vstack(img_texts_feat_test)\n",
    "img_texts_feat_test = normalize(img_texts_feat_test)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cfc2d941-0171-475a-b107-75cf0f2c609d",
   "metadata": {},
   "source": [
    "# 生成提交结果"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "id": "9f48db90-763b-4287-93d2-3d040a03deda",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "query_idx = 95\n",
    "sim_result = np.dot(img_texts_feat_test[query_idx], img_image_feat_test.T)\n",
    "sim_idx = sim_result.argsort()[::-1][:10]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "id": "fad18fbb-84ec-4ace-bcec-7eb9d04818fb",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'短裤 穿着 双脚 草地 女人 双手 麻花 放在'"
      ]
     },
     "execution_count": 92,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test_query.iloc[query_idx]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "id": "299b70b1-089e-48f4-ae94-a343109ad9eb",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "([], [])"
      ]
     },
     "execution_count": 93,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(Image.open(test_paths[sim_idx[0]]))\n",
    "plt.xticks([]); plt.yticks([])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "id": "ebccd3b6-feec-4d1d-a241-336d2a1010f0",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "with open('submit.csv', 'w') as up:\n",
    "    for idx in range(len(img_texts_feat_test)):\n",
    "        sim_result = np.dot(img_texts_feat_test[idx], img_image_feat_test.T)\n",
    "        sim_idx = sim_result.argsort()[::-1][:5]\n",
    "        pred_paths = test_paths[sim_idx]\n",
    "        pred_paths = [x.split('/')[-1] for x in pred_paths]\n",
    "        up.write(','.join(pred_paths) + '\\n')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3af3c2ef-6a7a-4c21-8dad-ee8787419c8f",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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